Wednesday, December 5, 2018

Questions to ask while analysing literature

I've been cleaning out my room lately, and found a few cards containing lists of questions that might help when analysing literature (as in prose and poetry, not scientific literature). I'm going to type up the questions here so that I can throw out the cards and get rid of yet another piece of junk from my room :)

Plot / Structure

  • What part of the story is this?
  • What happens?
  • If an exposition, who/what is introduced?
  • What conflicts? How developed?
  • What is foreshadowed?
  • How is the narrative organised?
  • Are there shifts in perspective, time or character? What effect?
  • Can we read the plot/structure as a representation?
  • What are the conflicts developed/presented/introduced/foreshadowed?
  • How does it start? How does it move between ideas/time periods/foci?
Characters
  • How constructed? Description, action, dialogue, point of view
  • What social groups/ideas might these characters be representing? (Ideas, values, positions etc.)
  • What ideologies underpin these representations?
  • How are we positioned to respond?
  • Who and what do we feel sympathy for?
  • Minor characters- how do they push against or reinforce other ideas?
  • What are the characters' names? Are they left unnamed?
  • How are characters developed?
Language / Style
  • How formal is the narration? How does this position/distance the reader?
  • How are people, places etc. described?
  • Figurative language and devices?
  • Are there elements that function symbolically?
  • Describe the structure of sentences- is there variety/changes? What effect?
  • Imagery
  • What tense? Does this shift?
  • How are sentences constructed? For what effect?
  • What is the tone? Does it change? How does this contribute/construct meaning?
  • What symbols? Can we read the story on a symbolic level?
Setting
  • Where and when?
  • How does the setting establish a context?
  • Does the setting contribute to an underlying atmosphere or mood?
  • How does the setting function as a representation? (e.g. of city, suburbia, countryside, night, summer, etc.)
  • What ideologies underpin these representations?
  • Is the setting important to the story?
  • Are characters comfortable in or alienated by the setting?
  • Is the setting familiar/obscure/strange/fantastic etc.? How does this position you?
Narrative POV
  • What point of view? 1st, 2nd or 3rd person (limited or omniscient)?
  • Who is the narrator?
  • How distant is the reader from the narration?
  • Whose perspective is privileged? Whose is marginalised/silenced?
  • Who do we feel sympathy/empathy for?
  • Are there deliberate gaps and silences?
  • How does the narration position you with relation to the characters/events/settings/ideas?

Thursday, November 29, 2018

Simple hat knitting pattern

Those of you who know me in real life might know that I like to knit during lectures. The reason for this is that I'm the sort of person who needs something to fiddle with. Additionally, I often donate the hats that I knit, so it kind of kills two birds with one stone!

I have devised a simple hat pattern so that I can knit during lectures and still pay attention. Here is what the hats look like:

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The hats are stretchy, so they can fit human heads just as easily as teddy bear heads :)

Now for the pattern... (I'm going to assume that you already know how to knit- if not, you can find lots of tutorials on Google and Youtube.)

YOU WILL NEED

US 5 circular knitting needle
US 5 double-pointed knitting needles (at least 4)
Yarn needle
Double knit (DK) weight yarn

METHOD

With the circular knitting needles, cast on 100 stitches.

Rows 1-10: K1, P1.
Rows 11 onwards: Knit all sts. Continue until work measures at least 18cm from the cast on edge, then start decreasing according to pattern below. (Note: I normally wait until I get home from a lecture before I start decreasing, as that requires more effort than simply knitting every stitch :P)

DECREASING ROWS
Row 1: k2tog. 50 sts remaining.
Row 2: Knit all sts.
Row 3: k2tog. 25 sts remaining. (I like to transfer to double-pointed needles during this step.)
Row 4: Knit all sts.
Row 5: k2tog until last st, K1. 13 sts remaining.
Row 6: Knit all sts.
Row 7: k2tog until last st, K1. 7 sts remaining.

Cut yarn, leaving a ~20cm tail. Using the yarn needle, thread the end through the remaining stitches. Pull tightly and tie in place. Weave in and tie off all loose ends. Your beanie is now complete!

HOW TO SPRUCE UP YOUR BEANIES

Once you're comfortable with the pattern, there are lots of things you can do to make your beanies a bit more special and unique! Here are some things you can try:

  • Stripes
  • Crochet some flowers and sew them on
  • Make a pom-pom: wind some yarn around two fingers ~40 times (not too tightly!). Cut the yarn and then tie the middle part of the loop you've created. After you've tied the middle tightly, remove the yarn from your fingers, cut the loops, and fluff up your new pom-pom :)
  • Google some Fair Isle designs and incorporate them into your hat.
  • Try a different kind of "brim": for example, do 25 rows of K1, P1 ribbing rather than 10 and fold the bottom edge up.
  • Cast on fewer stitches and make a smaller hat for kids.

Tuesday, October 30, 2018

Med school application resources

Those of you who know me in real life may be aware that I have just been offered a place at a medical school, commencing 2019! Now that I have an acceptance in my hot little hands, I feel somewhat qualified to talk about some of the resources that I've used along the way.

General Resources


GradReady Free Seminar on the Application Process

What it is: A 1hr (if I remember correctly) seminar giving an overview of the application process.

Pros: Good overview, especially if you're still trying to get your head around the process. No heavy sales pitch- there was a mention of GradReady courses but only on one or two slides, and such mentions were mainly limited to, "We have courses if you're interested."

Cons: Have to make the effort to attend in-person.

Verdict: If it's reasonably convenient for you to go and you want a bit of clarification on the process, then you might as well go. But if you have to go out of your way to attend, you might as well just get the information you need online.

PagingDr Forum

What it is: Online forum for applicants to postgraduate medicine. Can be found at http://pagingdr.net.

Pros: Fairly friendly community, good place to talk about the emotional side of applying. Some of the community members are doctors so could probably give you advice on what medicine is actually like (not that I've asked). One member is on an admissions committee so she often lets PagingDr members know when GEMSAS number crunching is complete (meaning that results will be released soon). PagingDr members who have received interview or course offers often share their scores. You know those "unofficial minimum" scores that often circulate various GAMSAT prep websites? Most of those "unofficial minimum" scores are derived from PagingDr data. Oh and PagingDr also has boards for people who have been accepted, and even people who have graduated.

Cons: Generally only has a few active threads at once. Many of the threads on medical school study resources have not been touched in a long time. On the other hand, this could also be seen as a positive as it means that there's not a lot of irrelevant stuff to sift through. PagingDr has also been slow over the past few days- possibly due to increased traffic due to release of offers. Discussion of GAMSAT prep materials is forbidden (though this is arguably also a pro), so you won't be getting advice on that stuff from PagingDr.

Verdict: Free, and has a lot of resources in one place. You have nothing to lose and a lot to gain by creating an account.

GAMSAT


Gold Standard GAMSAT (2016? edition)

What it is: A textbook that comes with a year's worth of online access. I bought the 2016 edition (I think- can't double-check as I no longer have it), back when it was only one book that cost $185.07. (I remember the 7 cents because I made a joke about it to the shop assistant.)

Pros: Good overview of what needs to be covered in the GAMSAT. Plenty of practice stimuli for the essay portion. Lots of online MCQs with the online access which helped to reinforce the concepts. Videos were pretty clear and easy to understand. Full-length practice exam at the back of the book.

Cons: The Gold Standard GAMSAT is pretty much the Gold Standard MCAT repackaged, and it shows. The style of questions for the online MCQs and practice exam was a little different to that in the actual GAMSAT, as the Gold Standard questions seemed to require more assumed knowledge. Online access is only for a year, and viewing time for the videos was limited. Also, the newer version of the Gold Standard GAMSAT has been split into three books, meaning you have to pay a lot more now.

Verdict: Good overview of the concepts that you need to know. If you can find a secondhand copy of the old version, it might be worth getting your hands on just for that alone. Sure, you might not get the online access, but you can probably get more and better videos from Khan Academy, iLectureOnline and similar resources anyway.

Gold Standard Free GAMSAT Question of the Day

What it is: A daily GAMSAT question posted at http://www.goldstandard-gamsat.com/gamsat-practice-question-of-the-day

Pros: Free question!

Cons: Style might not always be like what you will get on the GAMSAT.

Verdict: Free, only one question per day, why the hell not??

Gold Standard Free Monthly Webinars

What it is: A free 2hr (if I remember correctly) webinar held every month. Gold Standard often holds a poll (I think on their Facebook page?) asking candidates which topic they would like to see covered on the next webinar.

Pros: Logical progression from discussing concepts and tips to working through a practice question. Chatbox to allow for interaction between participants. Often a lively back-and-forth between participants and Dr Ferdinand for that reason. Dr Ferdinand himself is quite friendly and welcoming. No sales pitch- sometimes Dr Ferdinand might list some additional resources. On at least one occasion he even put down some competing resources that he thought we might like! I think the webinars are recorded so that if you can't attend, you can listen later.

Cons: Practice questions are generally answered by posting to the chatbox. Seeing other participants' responses may be distracting if you are trying to solve the question yourself. Generally only get time to work through a couple of questions.

Verdict: Free, encouraging, only takes up 1-2 hours of your time once a month on a Sunday and they're even recorded if you can't attend. I would definitely recommend having a look and seeing if the style works for you.

AceGAMSAT Free GAMSAT Webinar

What it is: A 1hr webinar on the structure of the GAMSAT and tips for each section. (I actually attended this while waiting for my final offer. I had just had my wisdom teeth out and I was seriously bored/curious to know what their secret tricks were.)

Pros: Some of the tips (like resources for building up your vocabulary) were probably sound advice.

Cons: Largely just a sales pitch for AceGAMSAT. ("Get our course, normally $397, for the low low price of $317!") Most of the tips were also general exam tips that you could find elsewhere, like "do the easier questions first."

Verdict: Don't even bother, unless you're a masochist like me and/or need an excuse to finish a knitting project that you've had on the backburner for a while (also me).

Essential University Physics

What it is: A first-year physics textbook. (I mainly bought it as a way of throwing money at my problems :P)

Pros: Covers more than you need to know about physics for the GAMSAT. Presumably good for someone doing an introductory physics course at uni.

Cons: Covers way more than you need to know about physics for the GAMSAT. Question style is obviously very dissimilar to the GAMSAT (e.g. many questions require a calculator) as this is just a general physics textbook.

Verdict: I had this grand plan that if I taught myself first-year physics, I'd be able to smash the physics questions (I haven't done physics since year 10). In reality, I only got to chapter 2 before I simply couldn't be bothered any more. Don't put yourself through this. (Same goes for if you are thinking of doing something similar to brush up on chemistry or biology.) Also, it's not cheap either- I thought I remembered the books being $50 but according to the bookshop website the price is closer to $120. (Though to be fair, they might have been having some massive sale when I bought them)

Interviews


Fraser's Interview Training Free Live Seminar- Public and Rural Health

What it is: Live seminar covering the interview process, with a focus on public and rural health.

Pros: Covered a decent amount of content. Both people running the seminar were current students who were able to talk about their own interview experiences. There were practice questions as well. Generally one or two locations are recorded and uploaded to the free version of Fraser's Interview Atlas. No hard sell- only one slide was dedicated to Fraser's paid interview courses, but they were presented as "here is more information if you need it." One of the speakers explicitly stated that "not everyone needs to do an interview course."

Cons: Only covered those specific topics (though it did cover them in a fair amount of depth).

Verdict: This seminar felt like it was worth it due to the depth of content covered and practice questions. I would say that it's worth attending or at least watching the recorded version on the interview atlas.

Fraser's Interview Atlas- Free Version

What it is: An online learning platform with videos and information to help with interview preparation.

Pros: Good quality videos. Cover a range of topics. Free members only get a handful of videos, but they're spread nicely over the different topics. Free members also get to see recordings of previous live seminars. Weekly reminder emails to motivate you to keep working on your interview preparation.

Cons: Most of the content is locked behind a paywall. To my understanding, it's impossible to buy just the interview atlas- you have to buy a whole package, which will set you back at least $799 (or $1599 for the comprehensive package).

Verdict: Good free resource that is worth checking out. The packages (for the full version) are quite expensive, though.

PassGAMSAT Free Interview Webinar

What it is: A 1hr 45min webinar about interviews.

Pros: There were a few practice questions throughout the webinar. Volunteers could have their microphones un-muted, practice answering the questions and get instant feedback on their responses. Decent overview of the interview process for those who weren't already familiar with it. The webinar was recorded so that you could watch it later.

Cons: Most of the webinar was an extended sales pitch. Testimonials were interspersed between the different sections of the webinar. The last 30 minutes in particular were devoted to plugging a $997 interview course. Even the audience questions were essentially answered with "I think my course will be right for you!"

Verdict: If you have absolutely nothing better to do with your time, you might as well log on and try your hand at the practice questions as you can get instant feedback. Otherwise, don't bother.

Summary

Firstly, just remember that the resources above are only the ones that I have tried. There are many, many more resources out there (both free and paid), but I could only review the ones that I've actually used.

Here is a quick summary of what I thought of the resources:

Good Resources (What are you waiting for? Sign up now!)
  • PagingDr Forum (general resources | free)
  • Gold Standard Free Question of the Day (GAMSAT | free)
  • Gold Standard Free Monthly Webinars (GAMSAT | free)
  • Fraser's Interview Training Free Live Seminar (interviews | free)
  • Fraser's Interview Atlas- Free Version (interviews | free)
Okay Resources (Perhaps worth checking out, but you don't need to go out of your way to get them)
  • GradReady Free Seminar on the Application Process (general resources | free)
  • Gold Standard GAMSAT- 2016 edition (GAMSAT | $185.07)
Bad Resources (Don't waste your time on these!!)
  • AceGAMSAT Free GAMSAT Webinar (GAMSAT | free)
  • Essential University Physics (GAMSAT | ~$120??)
  • PassGAMSAT Free Interview Webinar (interviews | free)

Friday, June 15, 2018

Saturation in qualitative research

And we're back to talking about qualitative research! Sorry not sorry.

What is saturation?

Saturation is commonly used as a determinant of sample size in qualitative research. So what is saturation? It is usually thought of as the point where there is no new codes, or no new data for development of themes, or where the complete range of theoretical constructs is fully represented by the data. There are four main models of saturation, and sometimes more than one model may be combined:

  1. Theoretical saturation- Uses the development of categories and theory as criteria for additional data collection. Sampling is guided by the necessary similarities and contrasts required by the emerging theory, in a process known as theoretical sampling.
  2. Inductive thematic saturation- Focuses on the identification of new codes or themes and on the number of these themes, rather than their completeness.
  3. A priori thematic saturation- Collects data in order to exemplify a theory, rather than to refine or develop theory. Points to the idea of pre-determined theoretical categories.
  4. Data saturation- Stops collecting when nothing new is found. Relies on simply identifying redundancy, without referencing theory at all.
Where and why should we seek saturation?

Saturation may have different relevance and meaning in different types of research. In a more deductive study (using theory to analyse data), the concept of saturation may help you to determine how well the pre-determined codes are represented. In a more inductive study (using data to generate a theory), the concept of saturation might involve how well the new codes and themes are identified. On the other hand, saturation might not be a very relevant concept in some other types of research, such as narrative research.

When and how can we achieve saturation?

The question of "when is saturation achieved?" generally depends on the model of saturation chosen. It is important not to decide on saturation too early on, as this may produce superficial results.

Alternatively, instead of asking, "When is saturation achieved?" or "Has saturation occurred?" (i.e. viewing saturation as a process), it may be more appropriate to ask, "How much is enough?" (i.e. viewing saturation as an endpoint). The problem with the "endpoint" model is that looking for a saturation "point" often requires making predictive claims on data that you don't have yet, as you're basically assuming that all of the other potential data out there is just going to be a rehash of what you already have. In fact, some studies consciously sample beyond the saturation "endpoint," just in case. Using a "process" model requires using ongoing judgement to figure out the point of diminishing returns with regard to sampling and discovery of new insights.


References

Saunders, B, Sim, J, Kingstone, T, Baker, S, Waterfield, J, Bartlam, B, Burroughs, H, Jinks, C 2018, 'Saturation in qualitative research: exploring its conceptualization and operationalization', Quality & Quantity, vol. 52, no. 4, pp. 1893-1907.

Aetiology and epidemiology of cerebral palsy

Yep, it's another post about the development of cerebral palsy (see here for more). Since we don't know the "true cause" of cerebral palsy, this post will mainly discuss different risk factors.

Brain damage in cerebral palsy

The cause of brain damage in cerebral palsy is thought to be a combination of cytokine-induced periventricular leukomalacia (PVL) (which I have explained here) and ischaemic damage (possibly caused by asphyxia), complicated by later intraventricular haemorrhage and hydrocephalus (fluid in the brain).

PVL usually affects the brain between 20-32 weeks, and while often associated with diplegic cerebral palsy, it is not exclusively associated with diplegia. PVL may also occur in infants with sepsis, or in young children treated with alpha-interferon for giant haemangioma (tangle of blood vessels).

Acute intrapartum asphyxia is thought to only be involved in 2-10% of cases of cerebral palsy. Some fetuses may already be damaged before entering labour, but a difficult labour may increase the amount of damage. Cooling the baby to reduce metabolic need may reduce early neurodisability.

Birth weight

Birth weight is a risk factor for cerebral palsy. Babies that are small for gestation age are more likely to be damaged by hypoxic-ischaemic events, while babies that are large for gestational age are at a higher risk related to maternal diabetes and obstructed labour. Symmetrical growth retardation (underweight, short, small head circumference) also increases the risk of developmental delay, even when asphyxia does not occur.

It has also been suggested that intrauterine growth restriction, which may result in babies being small for gestational age, might be a result of the brain damage that causes cerebral palsy, rather than being a cause of the brain damage. After an insult to the brain, intrauterine growth restriction of the brain may help to preserve or divert energy to critical areas.

Socioeconomic factors

Cerebral palsy is more prevalent among those of a lower socioeconomic class. It is unsure as to why this may be the case, but hypotheses include possible nutritional deficiencies and/or infections.

Multiple births

Multiple births (twins, triplets, etc.) increases the risk of cerebral palsy. This may be due to a variety of factors, such as twin-to-twin transfusions or in-utero death of a twin, and the increased risk of vascular anomalies of the placenta, prematurity, small size for gestational age (see above), premature rupture of membranes, and/or hypoxia.

Genetic factors

There is some evidence suggesting at least a partial genetic basis for cerebral palsy. There is an increased risk in twins, particularly in monozygotic twins. There is also an increased risk of a sibling has cerebral palsy. Cerebral palsy often appears in familial "clusters" where several members have similar types of cerebral palsy, and there is a greater risk in cosanguineous ("inter-breeding") families. In fact, some families with multiple affected children have been found to have some kind of autosomal recessive disorder, but this only accounts for a very small number of childrren with cerebral palsy.

It is thought that the genetic factors underlying cerebral palsy might impact the intrauterine environment, rather than the fetus itself. Some of the genes that have been investigated are associated with polymorphism in IL-6 and mutations in the prothrombin gene.

Malformations

Up to 12% of children with cerebral palsy have some kind of brain malformation, such as hydrocephalis (fluid in the brain) and microcephaly (small brain). Some of these malformations may be acquired, others genetic. People with cerebral palsy also have a higher likelihood of malformations in the heart, palate, eyes and limbs as compared to typically developing children. (Interestingly, these malformations are more common in people with cerebral palsy who were born at full term, as opposed to preterm.) Some of the brain malformations in cerebral palsy may be due to genetic factors which produce disorders of cortical migration, such as lissencephaly ("smooth brain," i.e. a brain without the usual bumps and folds).

Cerebrovascular events

Cerebrovascular events may also contribute to the development of cerebral palsy. In the 1st and 2nd trimester, the most common type of cerebrovascular event is cortical migration disorder (which is also seen in congenital cytomegalovirus infection- hmm, maybe that's why the Cerebral Palsy Alliance keeps posting about CMV on Facebook...). In the 3rd trimester, the most common type of event is a discrete infarct. Maternal and fetal thrombotic or haemorrhagic disorders may also contribute to these types of events, and ultimately to cerebral palsy.

Placental pathology

There is no single placental pathology associated with cerebral palsy. Furthermore, the extent of damage is important as the placenta has around 30% spare capacity before fetal growth is affected.

Chronic inflammatory placental lesions are one type of pathology that is associated with cerebral palsy. These lesions are associated with PVL and diplegic cerebral palsy and are likely linked with IL-1, IL-6, and TNF-alpha, which damage developing oligodendrocytes. (Such cytokine-induced white matter damage may also be seen occasionally after neonatal meningitis.)

Maternal genitourinary tract infections (e.g. Chlamydia, Trichomonas, UTIs, etc.) during pregnancy may also increase the risk of cerebral palsy, particularly if these infections occur during the first or second trimesters. Gestational age and birth weight are protective factors against such harm. Paradoxically, treating these infections might even increase the risk of cerebral palsy in some cases, perhaps by enhancing cytokine responses, but this is still uncertain.

A note on similar disorders

There are many disorders that present similarly to cerebral palsy, but are actually something different. Some of these disorders, unlike cerebral palsy, have known causes and are treatable. For instance, some disorders of dopamine metabolism may present similarly to cerebral palsy, but can be treated.

References

Eunson, P 2012, 'Aetiology and epidemiology of cerebral palsy', Paediatrics and Child Health, vol. 22, no. 9, pp. 361-366.

Self-determination theory and motivation

Motivation is a state of energy, direction, and persistence. When motivation is authentic, it can boost interest, excitement, and confidence, all of which can in turn boost performance, persistence, creativity, vitality, self-esteem, and well-being. As such, many researchers have been interested in factors relating to motivation and how it can be improved. Self-Determination Theory (SDT) is one such approach to motivation. SDT highlights the importance of humans' inner resources and centres on three main needs of competence, relatedness and autonomy. Let's take a look at aspects of SDT.

Intrinsic motivation

Intrinsic motivation is a natural inclination towards mastery, exploration, and interest. People will only develop intrinsic motivation if an activity holds intrinsic interest for them. There is a lot of variability in intrinsic motivation, which cognitive evaluation theory (a subtheory within SDT) aims to explain.

Cognitive evaluation theory primarily looks at social and environmental factors behind the variability of intrinsic motivation. Cognitive evaluation theory assumes that intrinsic motivation will flourish if circumstances permit, but can be enhanced by other factors. For instance, social-contextual events that conduce feelings of competence can enhance intrinsic motivation, as long as there is also an internal perceived locus of autonomy present. Intrinsic motivation is also more likely to flourish in contexts characterised by security and relatedness.

Self-regulation of extrinsic motivation

Just like how cognitive evaluation theory looks at intrinsic motivation, a second subtheory in SDT, organismic integration theory, looks at extrinsic motivation.

There are many types of extrinsic motivation that can be more or less placed on a scale from least to most intrinsic. At the low end of the scale is amotivation, which is a complete lack of motivation, which may be due to not valuing the activity, not feeling competent, and not expecting the desired outcome (i.e. "why bother trying if it won't work?"). The next type is external regulation, where the action is only performed to meet an external demand, and thus comes with an external perceived locus of causality (e.g. "I'm only going to tutorials to get participation marks.").

As we move through the different types of extrinsic motivation, they become less extrinsic and more intrinsic. Introjected regulation refers to taking in regulation, but not fully accepting it as one's own. For instance, someone might want to avoid guilt or anxiety, attain pride, and so on. Introjected regulation mainly works via contingent self-esteem, and is related to increased effort and anxiety, but a decreased ability to cope with failure. Like external regulation, introjected regulation is also associated with an external perceived locus of causality.

Regulation through identification is the conscious valuing of a goal, so the action is accepted or owned as being personally important. Unlike introjected regulation, regulation through identification is related to increased interest and enjoyment, as well as more positive coping styles.

Integrated regulation is the most intrinsic type of external motivation (i.e. as close as you can get without it being fully intrinsic motivation). Identified regulations are fully assimilated to the self, but ultimately actions are still performed to attain separable outcomes rather than for inherent enjoyment. Hence, integrated regulation is still not fully intrinsic.

Facilitating integration

Greater levels of internalisation and "intrinsic-ness" are related to increased behavioural effectiveness and persistence, as well as increased assimilation within a social group. Sounds good, right? So, how do we encourage internalisation?

To answer this question, SDT focuses on the three needs that I introduced in the opening paragraph: relatedness, competence, and autonomy. Relatedness is of central importance; after all, the main reason why actions are performed is usually because said actions are prompted, modelled, or valued by significant others. Competence and autonomy should also facilitate internalisation. It may also be important for people to grasp the meaning of an action and synthesise it with their other goals and values. On the flipside, if motivation is diminished, it is important to check to ensure that the needs for competence, autonomy and relatedness are not being somehow thwarted.

Psychological needs and mental health

Relatedness, competence, and autonomy are not only important for motivation: they are also important for overall health and well-being. There are many methods in which these needs can be satisfied, and these methods may change over time and culture. The relative importance of each need may also change over time and culture. Well-being will improve so long as these needs are being satisfied, no matter which methods are used to satisfy them.

A focus on intrinsic vs. extrinsic aspirations may also affect well-being. A strong importance on intrinsic aspirations is associated with increased well-being, self-esteem and self-actualisation, as well as decreased depression and anxiety. The opposite is true for a focus on extrinsic aspirations. A person's satisfaction in their life roles has been shown to be attributable to the degree to which the role supports authenticity and autonomy.

References

Ryan, RM, Deci, EL 2000, 'Self-determination theory and the facilitation of intrinsic motivation, social development, and well-being', The American psychologist, vol. 55, no. 1, pp. 68-78.

Ethics in qualitative research

Just like in many forms of quantitative research, there are many ethical dilemmas that you may encounter in qualitative research. This post will start by talking about some different ethical positions before discussing these ethical dilemmas.

Traditional ethical positions

Two of the most commonly-seen traditional ethical positions are utilitarianism and principlism. Utilitarianism, or utilitarian consequentialism, emphasises consequences over intent and aims to choose the action that produces the greatest good for the greatest number of individuals. Principlism, or the duty ethics of principles, judges actions by their intent, rather than by their consequences.

Alternative ethical positions

Virtue ethics

Virtue ethics considers ethical behaviour to be contextual or situational. It emphasises the role of phronesis, or cultivated practical wisdom. In virtue ethics, the researcher's own moral values and skills are emphasised.

Feminist ethics

Feminist ethics, as the name implies, focuses on feminist-informed social values. It emphasises care and responsibility, and the need to expose the diversity of realities. Research informed by feminist ethics aims to be collaborative and participatory.

Culturally responsive relational reflexive ethics (CRRRE)

CRRRE emphasises the need for flexibility as researchers cannot fully understand the perspectives of other cultures. It attempts to understand and affirm other cultures by valuing the dignity, mutual respect and connectedness within and between cultures.

Ethical dilemmas in qualitative research

Informed consent

As qualitative research can be open-ended and a researcher's direction may change somewhat based on new information, it is important to have an ongoing process of construction and negotiation, rather than simply a one-off informed consent form.

Anonymity and confidentiality

It may be difficult or impossible to give absolute confidentiality, especially since details may unintentionally reveal a participant's identity or provide a mistaken identity. Also, some participants may prefer to be named, depending on the research.

Research as therapy

Some participants may find it therapeutic to talk about their experiences. However, it is very important to set boundaries, and clarify the purposes and role of the researcher as compared to therapists. If you are dealing with a sensitive topic, it may be a good idea to make a list of other support services that you can refer to, should the need arise.

The Internet

Internet research has ethical dilemmas of its own. For instance, if you are looking at message boards, blogs, and the like, you may need to think about the need for informed consent from message board users, and so on. You may also need to pay attention to copyright laws. For more information, check out the ethical guidelines from the Association of Internet Researchers.

Protecting the researcher

The researcher may need support and debriefing themselves, especially if they are researching a difficult or sensitive topic.

References

Sparkes, AC & Smith, B 2013, Qualitative Research Methods in Sport, Exercise and Health: From Process to Product, Taylor & Francis Ltd, London.

Evaluating qualitative research

Even though qualitative research is often seen to be more loosely-defined, it is still possible to evaluate its quality, even though appropriate quality measures may differ slightly between qualitative and quantitative research. Let's take a look.

Reliability vs. Dependability

Reliability, or "repeatability," is important in quantitative research, hence the need for quantitative researchers to provide enough information so that their study can be replicated. Reliability, however, is not necessarily a good measure for evaluating fieldwork, as what people might say in an interview one day might be different to another day. Furthermore, you may get slightly different responses and results depending on the participants. In other words, you cannot step into the same stream twice. A slightly different, but more appropriate metric, is dependability, which represents the stability of the data over time.

Objectivity vs. Confirmability

As there is subjectivity required in processes such as coding, qualitative researchers cannot really strive for complete objectivity. Instead, confirmability may be a better metric. Confirmability assures that the data, interpretations and outcomes are rooted in the context and people studied, rather than in the personal biases of the researchers. In order to strive for confirmability, the decision-making trail, purposes and assumptions should all be made explicit. It may also be helpful to have a supportive but "critical friend" to be a sounding board as you interpret the data.

External validity vs. Generalisability

Generalisability is qualitative research's answer to external validity. Just like external validity, generalisability means that the findings should be applicable to other settings, and theories should be able to be expanded and generalised. Qualitative research also aims for generativity, which refers to the ways in which the work enables someone to see or act upon phenomena. Unlike in quantitative research, where external validity is usually judged by concrete factors such as sampling methods, the responsibility for judging the generalisability of qualitative studies rests on the readers of the study.

More about validity...

Validity refers to the degree to which the researchers' claims correspond to reality. Valid studies measure what they intend to measure. There are several different approaches towards the concept of validity in qualitative research.

  • Parallel perspective / transactional notion of validity- This approach focuses on establishing a match between the realities of the researchers and the researched. Techniques used include triangulation and member checking (allowing the participants to read the transcripts and results and provide feedback).
  • Diversification perspective / transformational approach- This approach focuses on "catalytic validity," or the degree to which the research process energised participants and gave them a better knowledge of reality. Ultimately, this approach focuses on whether the research made a difference.
  • Letting go perspective- This perspective abandons the notion of validity completely and focuses instead on characterising traits of the research. A few sets of criteria for looking at these traits have been devised, though there is also the option of developing the criteria while engaging in inquiry.

References

Sparkes, AC & Smith, B 2013, Qualitative Research Methods in Sport, Exercise and Health: From Process to Product, Taylor & Francis Ltd, London.

Presenting the results of a qualitative study

Once you have performed your analysis, it is time to present it! There are many ways to present qualitative data, from the traditional ways (e.g. writing a report), to more creative (e.g. artistic performances). This post will only cover a few of them.

General tips

When presenting your qualitative study, you should describe and justify your methods, from sampling to data collection and analysis. You may want to consider validity criteria, depending on your topic. When presenting your results, it is usually a good idea to interweave participants' quotes with the your observations, so that participants' and researchers' voices can be balanced.

Traditional or realist tales

Traditional or realist tales aim to foreground the voices of participants, as participants are seen to have "experiential authority."

Confessional tales

Confessional tales are highly personalised tales that foreground the voice and concerns of the researcher. They take a reflexive stance and reveal the research process itself.

Autoethnography

In an autoethnography, researchers tell stories about their own experiences, aiming to relate their personal experiences to cultural experiences.

Artistic methods

There are many artistic methods that have been used to represent qualitative data. These include, but are not limited to, poetic representations, ethnodrama, ethnographic nonfiction, and musical performance.

References

Sparkes, AC & Smith, B 2013, Qualitative Research Methods in Sport, Exercise and Health: From Process to Product, Taylor & Francis Ltd, London.

Analysing qualitative data

Once you have collected your data, you need to analyse it! I have already touched on two types of qualitative analysis (content and thematic analyses) in an earlier post, but there are many more types of analysis than just those two. In this post, I will talk about some of the other types of qualitative analysis, but this list is by no means exhaustive.

Hierarchical content analysis

Hierarchical content analysis, like most other types of qualitative analysis, requires some kind of coding. In this type of analysis, codes are usually short, simple and precise key words. These key words are chosen to represent segments of primary content and "essence" of the data. Once codes have been identified, the researcher then identifies patterns and the way that the patterns interplay with one another, make comparisons and contrasts, divide the data into categories, and so on.

Hierarchical content analysis can be summarised in six main steps:

  1. Immersion
  2. Searching for, identifying and labelling themes
  3. Connecting and ordering themes
  4. Cross-checking to verify that all themes and categories are represented
  5. Confirmation (possibly by another investigator)
  6. Presenting results (usually in table form)
Grounded theory analysis

In grounded theory analysis, researchers generate theory from the data, rather than imposing theory on the data. Grounded theory analysis emphasises analytical techniques, such as constant comparison, in which emerging data is interpreted in relation to data that has already been collected. There are various kinds of grounded theory analysis, such as Glaserian, Straussian, and constructivist. Below are the main steps in Straussian grounded theory analysis:
  1. Open coding with short, specific codes. Intense line-by-line coding is performed. Concepts are examined in terms of their properties and arranged. During this stage, it is important to remain open-minded.
  2. Axial coding. Categories are related to sub-categories and a core category (or perhaps categories) is identified. During this stage, researchers may develop a conditional matrix, which visually depicts the relationship between concepts and conditions under which they occur. Researchers using the "paradigm model" may focus their attention on the context and "interactional" strategies that underpin the core category.
  3. Selective coding / theoretical integration. During this stage, there is further linkage of categories to the core category in the pursuit of a coherent story. This stage continues until there is evidence of theoretical saturation, which in the case of grounded theory analysis, means that there are no new ideas or insights that can assist in the development of the theory.

Thematic analysis

I have already covered thematic analysis here. In thematic analysis, there is an emphasis on interpretation as researchers identify, analyse, interpret and report patterns. Writing up the data is also considered to be an essential part of the analysis. Here are the six main steps of thematic analysis:

  1. Immersion
  2. Generating initial codes
  3. Searching for and identifying themes to create initial "thematic maps"
  4. Reviewing themes
  5. Defining and naming themes
  6. Writing the report (which is another opportunity to refine the analysis)
Interpretative phenomenological analysis

Interpretative phenomenological analysis aims to understand and "give voice" to the concerns of participants, and contextualise and make sense of such concerns. The focus is on the understanding and experience of the participants. The main steps in interpretative phenomenological analysis are as follows:
  1. Searching for themes in one individual's case (rather than across all cases)
  2. Identifying themes
  3. Connecting themes
  4. Producing a table of themes
  5. Continuing analysis with other cases
  6. Writing- translating themes into a coherent account
Narrative analysis

Narrative analysis, as the name suggests, focuses on stories, which are a primary source of qualitative data. Narrative analysis aims to work with the whole story intact and examine how stories are put together. There are many types of narrative analysis:
  • Thematic narrative analysis: Examines the core pattern by looking at the content
  • Structural analysis of narrative types: Examines how stories are put together
  • Performative analysis: Examines how talk is relationally and interactively produced and performed as a narrative
  • Analytical bracketing: Analytically moves back and forth between the "whats" and "hows" of the narrative

Discourse analysis

Discourse analysis has a broader focus on language, and aims to attend to the "business" that is done in talk. There are several types of discourse analysis. Foucauldian analysis understands discourse as a process of constructing objects and subjects, and is primarily concerned with ways in which discourse constructs subjectivity, selfhood and power relations. Critical discourse analysis examines the social and political context of discourse.

Visual analysis

Visual narrative analysis focuses on the production of images, the images themselves, and how different audiences interpret images.

Computer-assisted data analysis

Computers can also be used to assist with coding. I'm not sure whether this truly counts as a separate type of analysis, or rather just a tool to aid in the other types of analysis.

References

Sparkes, AC & Smith, B 2013, Qualitative Research Methods in Sport, Exercise and Health: From Process to Product, Taylor & Francis Ltd, London.

Thursday, June 14, 2018

Using interviews in qualitative research

Since interviews are so widely used in qualitative research, I'm going to look at them further here.

Types of interviews

Interviews can be seen as a "joint construction about selves and the social world," as both the researcher and the researched work together to learn about the phenomenon of interest. Interviews can be completely unstructured, with only a broad, open-ended question to keep the phenomenon of interest in mind. They may instead be semi-structured, in which there is a pre-planned guide to direct the interaction, but most questions used are open-ended and allow for a variety of responses.

Focus groups are an offshoot of interviews that I will cover in a little more detail, given that I'll be running focus groups for my Honours project. Instead of being one-on-one like a traditional interview, focus groups involve a small group of around 4-8 participants, allowing participants to bounce ideas off one another in a supportive environment. Usually, no more than 10 participants are involved, as all participants need to have the opportunity to share their views. Sometimes, homogeneity between participants is desired in order to capitalise on shared experiences; other times, heterogeneity may be preferred.

There are also sub-types of focus groups. In concerned focus groups, participants have a stake in the topic. In naive focus groups, on the other hand, participants do not have a particular commitment to the topic.

Of course, there are many other types of interviews outside of traditional one-on-one interviews and focus groups. For instance, interviews may be conducted over the computer or phone. Interviews may also be conducted while moving around, which might be useful in cases where you want the participants to "show you around their world."

Conducting interviews

Unless you are conducting a completely unstructured interview, chances are you will need an interview guide. The number of questions should be kept as small as possible in order to avoid over-questioning your participants. Questions should be kept open-ended and free of jargon or awkward phrasing that might make interpretation difficult. The order of questions is also important: broader, less-invasive questions should be asked before more invasive questions; questions addressing a similar theme should be grouped together; and final questions should invite the participant to fill in any unexplored gaps. Once you have created your interview guide, you should test it on a friend or a colleague.

Before the interview, you should remind your participants and test your recording equipment. If this is one of a series of interviews with the same participant, you should read over previous transcripts to refresh your memory. You should also consider what style of dress would be most appropriate for the interview, as certain styles of dress may put off or intimidate particular groups of participants.

During the interview, after checking the recording equipment again, you should explain who you are and what your study is about. You should also emphasise how data will be kept private and anonymous. While actively listening to your participants, you should record non-verbal communication, biographical objects that your participant may have brought in, and other characteristics that are important for your research. You may also consider using aids yourself (visual or otherwise) to help stimulate participant recall. Throughout the interview, remind yourself of your research questions, but make sure not to ask them all at once. Once the interview is finished, be sure to thank your participant for their involvement in your research.

After the interview, write down some notes about the interview while it is still fresh in your mind. You should also thank participants formally and consider asking them for their feedback. Later on, you can start transcription and analysis. There are many transcription methods that you can use, but I don't know enough about them to discuss them here.

References

Sparkes, AC & Smith, B 2013, Qualitative Research Methods in Sport, Exercise and Health: From Process to Product, Taylor & Francis Ltd, London.

Considerations in conducting qualitative research

Yep, it's yet another post on qualitative research. This post might be a bit all over the place (since my notes are a bit all over the place), but I'll do what I can to keep things organised.

What kinds of questions are asked in qualitative research?

Qualitative research often asks the "why" and "how" questions. As qualitative research is often open-ended and exploratory, questions may change depending on participants' experiences and responses. It may help to generate a "statement of purpose" that provides a framework or "anchor point" while not tying you down to a specific question or set of questions.

How might a researcher's perspective influence the type of research performed?

As discussed here, how we perceive reality and knowledge informs methodology, which in turn informs the actual methods used in research. Let's see some more examples of how this happens.

Phenomenology describes things as they are experienced, and requires the suspension of taken-for-granted assumptions. Phenomenologists often distil the phenomenon down to its "essence" by using a technique called free imaginative variation, in which parts of a phenomenon are changed to see if the phenomenon is still identifiable.

Grounded theory is a methodology for using qualitative data to construct theories that are grounded in the data. Researchers using grounded theory will often aim to continue until the point of data saturation (when nothing new is found). Grounded theory researchers develop abstract ideas and seek specific data to refine emerging categories. They may select cases that are the most likely to produce relevant data for testing any emerging theories.

Critical/openly ideological research is conducted with the central intention of emancipation: enabling people to gain enough knowledge and power to be in control of their own lives. Knowledge is seen to be structured by existing sets of social relations. Researchers conducting this kind of research may perform participatory action research, which seeks to actively involve participants as part of a commitment to change.

What is the role of the researcher in qualitative research?

No matter what kind of research is performed, researchers need to keep reflexivity in mind. Reflexivity is a self-aware analysis of the dynamics between the researcher and the researched. A reflexive research journal may help in this regard.

The role of the researcher may change depending on the kind of research. For example, in some kinds of studies, researchers may simply observe a phenomenon from an outsider's perspective. In other kinds of studies, researchers may become immersed in the phenomenon (e.g. attempt to become a member of a particular culture) in order to observe from an insider's perspective.

How is sampling performed?

Unlike many quantitative studies, where the sample size can be calculated from the outset using the statistical concept of power, qualitative studies allow for the flexibility to make sample size decisions throughout the course of the study. Generally, 4-40 participants are sought, but it depends on the type of study. There are many ways in which participants may be chosen: using certain predetermined criteria, looking for "typical" cases, looking for "deviant" cases, asking participants to refer other suitable participants, convenience sampling, and so on.

How are case studies used in qualitative research?

There are several ways in which case studies can be used in qualitative research. In the intrinsic approach, a researcher may seek to obtain a better understanding of a particular case, and in the instrumental approach, a case is studied to provide insight or redraw a generalisation. The multiple/collective approach can be used to jointly study a number of cases. Choosing participants for a case study is done in the same way as choosing participants for any other kind of qualitative study.

How do qualitative researchers make use of the literature?

Qualitative researchers use the literature in various ways. Firstly, they can use it to define the phenomenon of interest and identify research gaps. Secondly, they can use it to determine appropriate methodological choices. Thirdly, they can use it to compare and contrast the results from their own study (or studies).

How long does qualitative research take?

Obviously, this depends on the kind of research that you are doing. Bear in mind, though, that qualitative studies can take a lot of time: the simple act of transcribing a 1hr talk can take 5 hours or so (and that's not even getting to data analysis)!

References

Sparkes, AC & Smith, B 2013, Qualitative Research Methods in Sport, Exercise and Health: From Process to Product, Taylor & Francis Ltd, London.

The COREQ checklist for qualitative studies

Checklists have been developed to evaluate the quality of pretty much any kind of study, and qualitative studies are no exception. The Consolidated Criteria for Reporting Qualitative Research (COREQ) checklist is a checklist that can be used to evaluate qualitative studies, such as focus group studies. It is divided into three domains.

Domain 1: Research team and reflexivity

This domain contains stuff such as personal characteristics of the research team, which may help in evaluating potential personal bias. The relationship of the researcher(s) with the participant(s) is also considered.

Domain 2: Study design

This domain evaluates participant selection, sample size, setting, presence of non-participants who may influence responses, questions and prompts in data collection, and the duration of interviews or focus groups. Domain 2 also evaluates how well the researchers have clarified their theoretical framework.

Domain 3: Analysis and findings

This domain evaluates how well researchers have clarified the process of coding and identification of themes, backed up their assertions with quotations from different participants, and assessed consistency where multiple coders were involved.

References

Tong, A, Sainsbury, P & Craig, J 2007, 'Consolidated criteria for reporting qualitative research (COREQ): a 32-item checklist for interviews and focus groups', International Journal for Quality in Health Care, vol. 19, no. 6, pp. 349-357

Content analysis and thematic analysis

I haven't written in a while, mainly because writing about stuff that I still don't fully understand just seemed way too overwhelming. But since I don't have anything pressing to do right now, I can't make any more excuses for myself :P

What are content and thematic analyses?

Content analysis is a general term for a number of strategies used in analysing text. It is mainly used to code and categorise large amounts of textual information, and may pay attention to certain aspects such as trends, word patterns, word frequency, and relationships between words. In content analysis, the characteristics of the document are described, including aspects such as: "Who says what to whom, with what effect?" Content analyses generally describe the data in conceptual form.

Thematic analysis is a method for identifying, analysing and reporting patterns in text. The main goal in thematic analysis is to search for and identify common threads that extend across an entire interview. Thematic analyses generally use minimal description, while interpreting various aspects of the topic.

Both content and thematic analyses are largely based on the factist perspective, in which data are seen to be more or less accurate and reflective of reality.

Modalities

Content analysis and thematic analysis are associated with two modalities: inductive and deductive. An inductive modality is used when no previous studies exist, and requires the collection of rich data for development of a theory. In contrast, a deductive modality is used when testing a theory in a different situation, or comparing categories at different periods. In contrast to using an inductive modality, using a deductive modality provides results that are less "rich," but more detailed.

Data analysis

The first step of either content or thematic analyses is to transcribe the data. The transcripts should then be read several times. Both types of analysis require breaking the data down into codes. However, content and thematic analyses differ somewhat in what kind of content is considered, and how themes are developed.

In content analysis, researchers usually choose between latent ("hidden, below-the-surface") content and manifest (overt) content. Themes are reached based on the frequency of occurrence of codes in the data.

In thematic analysis, researchers usually consider both latent and manifest content (rather than choosing one or the other). The importance of themes depend on their relevance to the research question. In thematic analysis, data analysis continues right through writing up the data, which is considered to be the final opportunity of data analysis.

Evaluation of the analysis

Credibility, dependability, confirmability and transferability are aspects that may be considered when evaluating the quality of a content or thematic analysis. It is also important to consider whether or not new insights have been provided by the analysis.

References

Vaismoradi, M, Turunen, H & Bondas, T 2013, 'Content analysis and thematic analysis: Implications for conducting a qualitative descriptive study', Nursing and health sciences, vol. 15, no. 3, pp. 398-405.

Monday, May 14, 2018

Theoretical perspectives and research methodologies

In a previous post, I briefly touched on how different theoretical perspectives can guide methodology and ultimately research methods. In this post, I will talk about a wider range of theoretical perspectives, mainly because I need help familiarising myself with them :P

Objectivism

Objectivism posits that reality exists independently of consciousness (i.e. there is an ultimate truth out there to be found).

Positivism

Positivism, like objectivism, posits that reality is external to the researcher and that there should be a focus on facts, rather than on values. Positivism suggests that reality consists of what is available to the senses, and inquiry should be based on scientific observation, which may or may not be theory-laden. Post-positivists, while also agreeing that there is an independent reality to be studied, believe that all observation is inherently fallible.

Interpretivism

Interpretivism looks for culturally-derived and historically situated interpretations of the social life world.

Symbolic interactionism

In symbolic interactionism, meanings arise from social interaction and are handled in, and modified by, an interactive process. Meanings are not fixed or stable, but are rather revised on the basis of experience.

Phenomenology

Phenomenology suggests that attempts to understand social reality must be grounded in people's experiences of it. There is a focus on allowing phenomena to "speak for themselves" and to find the internal logic of subject. To this end, researchers using a phenomenological perspective tend to use interviews.

Realism

The realist perspective states that science paints an accurate picture of the world; however, measuring external reality may be difficult as some observable "facts" may be merely illusions. Realism sometimes lends itself to the pluralism methodology, in which nothing is ruled out. There are different types of realist perspectives. Naïve realism states that the world is largely knowable and is just as it appears to be. Scientific realism suggests that science can find the true representations of the world, though science may be fallible. Critical realism states that the way we perceive the world depends on beliefs and expectations.

Hermeneutics

In hermeneutics, social reality is socially constructed and is considered to be too complex to be understood via observation. As such, interpretation is considered more important in hermeneutics than explanation and description.

Naturalistic inquiry

Naturalistic inquiry looks at multiple constructed realities that can only be studied holistically. It consists of a body of knowledge that describes individual cases.

Critical inquiry

Critical inquiry questions currently-held values and assumptions. It posits that ideas are mediated by power relations and that facts cannot be disentangled from ideology.

Postmodernism

Postmodernism emphasises multiplicity, ambiguity, ambivalence and fragmentation. Researchers using the postmodernist perspective may deconstruct texts to expose how values and interests are embedded within.

Pragmatism

Pragmatism is... well, pragmatic. It basically says that you should use what works.

Research Methodologies

Now that we've gone through a list of ideological perspectives, let's look at some of the methodologies that we can use! This is only a brief list and is by no means exhaustive.
  • Experimental and quasi-experimental- RCTs, cohort studies, case-control studies, etc.
  • Phenomenological research- Producing "thick descriptions" of people's experiences and perspectives. Often based on small case studies.
  • Analytical surveys- Carefully-designed surveys with careful random selection of samples and a tight survey structure.
  • Action research- Carried out in close collaboration between researchers and practitioners. There is an emphasis on promoting change. Both quantitative and qualitative approaches may be used. Case studies are the main medium of research.
  • Heuristic inquiry- Open-ended, self-directed inquiry in which researchers are immersed in active experience. There is deep, personal questioning. A disadvantage of heuristic inquiry is that it is only weakly generalisable.
Selecting Research Approaches

So now that you've heard a few different research approaches, the next question is which approach to use. Firstly, you need to figure out what it is you want to research and what questions you want to answer. For instance, do you want to explore what is happening and figure out if a phenomenon warrants further research? If so, you would use an exploratory study design. Do you want to "draw a picture" of a situation? If so, you would use a descriptive study design, being mindful that these kinds of studies cannot explain why things occur. If you want to know why things occur, you would use an explanatory study design, and if you want to explore people's experiences, views and perspectives, you would use an interpretive study design.

References

Gray, DE 2014, Doing Research in the Real World, SAGE Publications Ltd.

Conducting rigorous qualitative research

Qualitative research often gets criticised for being subjective and prone to bias, and those concerns are probably not unfounded. There are, however, ways in which we can improve qualitative research. Here are some methods:

Member checking

In member checking, the researchers return the data (transcripts etc.) and/or the results to the participants to allow them to assess the trustworthiness and ask for input. Member checking has its basis in epistemological foundationalism, which assumes that this method is neutral and can control for bias, allowing for the sorting of the more trustworthy information from the less trustworthy information. However, since there is no "true reality" in qualitative studies to compare to, it is impossible for researchers to truly objectively sort trustworthy from untrustworthy information. Similarly, there is no evidence that member checking enhances credibility or trustworthiness.

There are also practical problems with member checking. For instance, the participant and researcher may disagree with or contradict each other, though this is rarely reported in papers. In case of a disagreement, participants may be inclined to simply agree with the researcher, due to the power imbalance between participant and researcher. Participants may skim over the data, be unable to understand the data, or simply not remember what they said when the data were initially generated, making them unable to offer truly useful insight. Furthermore, political leanings and personal interests may also influence the member checking process, particularly if the topic studied is a sensitive one (e.g. illicit drug use).

Fortunately, all is not lost. Member reflection may not be perfect for verifying results, but it may help to generate additional data. When participants re-read the data, they may generate useful insights. Another positive aspect of member checking is that it may help to ensure that descriptions of the participants do not accidentally reveal who they are.

Calculating inter-rater/inter-coder reliability

This method is exactly what it says on the tin: trying to calculate some kind of inter-rater reliability metric. As simple and objective as it sounds, calculating inter-rater reliability comes with its own disadvantages. Firstly, different coders may perform unitisation (identify blocks of text for coding) differently to one another, making it difficult to compare coders. Secondly, if coders then combine to discuss their differences in results, power differentials etc. between coders may skew the final answers. Thirdly, it is difficult to determine a satisfactory level for inter-coder reliability.

One way to get around problems such as unitisation differences is to use a set of guidelines. Coders can develop a framework and firm coding rules prior to coding. The downside of this is that it may constrain creativity and limit the identification of unanticipated knowledge.

Another way to get around the problems with inter-rater reliability is to use the "critical friends" technique. In this technique, there is critical dialogue between people. Researchers voice interpretations to others who listen and offer feedback. The goal here is to create a "sounding board" or reflexivity, rather than total agreement.

Yet another way to get around the problems with inter-rater reliability is to simply ignore reliability altogether. After all, you will never be able to reproduce the exact same interview.

Universal criteria

Another possible method for improving the quality of qualitative research is to try and adhere to a set of criteria, such as the universal criteria proposed by Tracy (2010). These universal criteria consist of eight main hallmarks: worthy topic, rigor, sincerity, credibility, resonance, significant contribution, ethics and meaningful coherence. Instead of using fixed criteria, an alternative approach is a relativist one: using criteria from open-ended lists so that the criteria are appropriate for the study design.

References

Smith, B, McGannon, KR 2017, 'Developing rigor in qualitative research: problems and opportunities within sport and exercise psychology', International Review of Sport and Exercise Psychology, DOI: 10.1080/1750984X.2017.1317357

Tracy, SJ 2010, 'Qualitative quality: Eight "big tent" criteria for excellent qualitative research', Qualitative Inquiry, vol. 16, no. 10, pp. 837-851.

Qualitative vs. Quantitative Methodologies

You've probably heard of qualitative and quantitative studies before: quantitative studies tend to be focused on numbers and cold, hard facts, whereas qualitative studies aren't. There are also some other ideological differences underpinning different types of studies, which I'll talk about in this post.

Firstly, some terminology. Ontology is the study of reality, and ontological positions describe what entities exist and what kinds of relationships exist. Ontology can inform epistemology, which is the study of knowledge and how we can truly know things. In turn, epistemology can inform methodology, which is the theoretical and philosophical system that structures the way that research is conducted, and ultimately determines the methods that we use to learn things.

Quantitative paradigm

The quantitative paradigm comes from positivism, which is a "realist orientation" that posits that an ultimate truth exists and can be described as it really is. Furthermore, the truth can be described using facts, which are separated from values. In quantitative studies, the investigator is seen to be able to study phenomena without influencing or being influenced by them.

Qualitative paradigm

The qualitative paradigm, on the other hand, is derived from idealism. According to idealism, reality depends on one's mental structure and activity, and cannot be accessed independent of our minds. As such, there is no single reality; instead, there are multiple realities based on one's construction or interpretation of reality. Our perception of reality is not value-free, and things cannot be described as they really are but only as we perceive or interpret them. The "truth" in qualitative studies is essentially defined as the extent to which a researcher's statements correspond to how people out there really interpret or construct their realities. Generally, the main goal in qualitative studies is not to find the "ultimate truth," but instead to understand a phenomenon better from the point of view of study participants, and to allow readers of the study to make use of these experiences based on their descriptions in the text.

References

Slevitch, L 2011, 'Qualitative and Quantitative Methodologies Compared: Ontological and Epistemological Perspectives', Journal of Quality Assurance in Hospitality and Tourism, vol. 12, no. 1, pp. 73-81.

Monday, May 7, 2018

Thematic analysis

For my Honours project, I will be doing some qualitative analysis on focus group data. One common form of qualitative analysis is called thematic analysis. Thematic analysis involves looking at themes, which represent some kind of patterned response or meaning within the data set. There is some flexibility in how a theme is defined, and this may depend on the research question. Themes can be either semantic (explicit) or latent (interpretative). They may be determined via an inductive ("bottom-up") process, in which data is coded and sorted without fitting it into a pre-existing framework, or via a theoretical/deductive ("top-down") process, which is explicitly analyst-driven.

There are several steps in a thematic analysis:

Phase 1: Familiarisation with the data

In this step, a rigorous and thorough transcription (for interviews and other verbal data) is done. The transcripts are read at least once. During this time, the analyst takes notes and marks ideas for coding.

Phase 2: Generating initial codes

During this phase, the analyst organises the data into units of meaning, or codes. All of the data extracts are coded for as many themes as possible and collated. Coding can be done manually or via software.

Phase 3: Searching for themes

Once the codes have been generated, they can be sorted into themes. Tables and mind-maps may be used to aid in this process.

Phase 4: Reviewing themes

During this step, the analyst refines themes to create internal homogeneity (i.e. making sure everything within a theme is similar) and external heterogeneity (i.e. making sure different themes have different contents). Firstly, the data are reviewed at the level of coded extracts to see if they form a coherent pattern. Next, the data are reviewed at the level of the whole data.

Phase 5: Defining and naming themes

Once the themes have been reviewed and refined, the analyst has to identify the "essence" of each theme, or the aspect of the data that the theme captures. The analyst then has to figure out how each theme fits into the "story" and if there are any relevant sub-themes. It may help to try and describe the scope and content of each theme in 1-2 sentences.

Phase 6: Producing the report

Once the themes have been found and defined, it's now time to write! However, care needs to be taken to ensure that claims remain grounded in the data, but are still able to go beyond the "surface" of the data.

Pitfalls

There are many errors that can be made while doing thematic analysis, particularly by beginners in qualitative analysis (*cough*me*cough*). Some of these pitfalls are as follows:
  • Sorting but not analysing the data
  • Using questions (i.e. the questions that participants were asked) as "themes"
  • Non-coherent themes
  • Overlapping themes
  • Insufficient examples in report
  • Mismatch between data and claims
  • Mismatch between theory and claims
  • Mismatch between research questions and the type of analysis
References

Braun, V, Clarke, V 2008, 'Using thematic analysis in psychology', Qualitative Research in Psychology, vol. 3, no. 2, pp. 77-101

Creating engaging games

Wow, it's been a while since I last posted! I've been busy writing up a systematic review, but now that's pretty much done, I have time to write again :)

One of the posts I wrote before my blogging hiatus concerned the principles of serious gaming. Since they are not set in stone, many other researchers have written up their own ideas as to what should be included in a game. Some of these ideas, however, fit neatly into one of the principles of serious gaming, so I'm going to organise the ideas in some other papers I've read under these categories.

Storylines/Characters

If you want to keep players hooked in your game, you need to create an immersive environment. It is important, for instance, to create authentic activities; brownie points if these activities allow for engagement with other learners. One way to create an immersive, engaging environment is to use a first-person point of view, where objects are obscured from view and encountered as the learner moves through the environment. Immersive 3D environments allow players to interact first-hand with virtual objects so that concepts can be approached as "1st-person nonsymbolic experiences" rather than as "3rd-person symbolic experiences. Virtual reality (VR) is also positively associated with active engagement and motivation. VR enhances neural reorganisation and optimises rehabilitation outcomes, with moderate evidence supporting use of VR for balance and motor skills. There is also weak evidence for the use of VR for upper extremity skills, joint control, gait and strength.

Another important aspect of the game environment, as you can tell from the heading, is the inclusion of a storyline of some sort. Storylines give some kind of context for learning, and "cutscenes" can help to provide feedback. It would also be good if the storyline could be partially constructed by the player, for instance allowing them to make choices. Interactive choices may also help players to bond with their characters, and help link the characters to their environments. (Choice is another one of the five principles of serious gaming.)

Goals

It is also important to provide clear goals that players can work towards, with unambiguous feedback. Ideally, there should also be relatively few consequences for risks, supporting players' natural curiosity. Continuously offering new and challenging task-oriented goals can also help to maintain players' interest in the game.

Levels of Difficulty

As well as providing different levels of difficulty, it is also important to provide different scenarios for players to test their skills. In rehabilitation games targeting motor control, it may be important to vary the types of movements that are needed, with a mixture of easier and harder movements. Such variation may help prevent fatigue and loss of motivation.

Individualisation

Individualisation is very important in designing rehabilitation games as disability affects different people in different ways. As such it is important to tailor the difficulty level to each player, so that they may achieve a "flow state interaction," characterised by deep concentration and a sense of control and satisfaction in response to challenges that are matched to their skills. One way to individualise the gaming system is to amplify the effects of movements as necessary (i.e. allow a small movement to achieve a large in-game effect) so as to avoid discouragement in players.

Other Considerations

Another important consideration is the hardware used. For instance, Kinect sensors are relatively affordable and are generally useful for exercises at home. However, Kinect sensors have limitations in detecting fine movements and rotations. They may also have problems detecting the movements of wheelchair users due to metallic reflections.

Yet another important consideration is the incorporation of "hooks," which are things that require players to make decisions and encourage them to keep playing. "Hooks" can include action hooks, which are basically choices of some kind (e.g. quests); resource hooks, which may include trying to accumulate ammunition or wealth; tactical hooks, which require players to make decisions about resource allocation and so on; and time hooks, which are actions that have to be completed within a certain time frame.

References
  • Dickey, MD 2005, 'Engaging by design: How engagement strategies in popular computer and video games can inform instructional design', Educational Technology Research and Development, vol. 53, no. 2, pp. 67-83.
  • Eckert, M, Gomez-Martinho, I, Meneses, J, Martinez, JF 2017, 'New Approaches to Exciting Exergame-Experiences for People with Motor Function Impairments', Sensors (Basel), vol. 17, no. 2.
  • Ravi, DK, Kumar, N, Singhi, P 2017, 'Effectiveness of virtual reality rehabilitation for children and adolescents with cerebral palsy: an updated evidence-based systematic review', Physiotherapy, vol. 103, no. 3, pp. 245-258.

Monday, February 12, 2018

Risk factors for cerebral palsy

While we don't know what exactly causes cerebral palsy, several risk factors have been identified. Bear in mind, however, that cerebral palsy is an incredibly heterogenous disorder, so any given case of cerebral palsy could have one, some or all of these risk factors, or maybe even some novel risk factors that we haven't identified yet.

Hypoxaemia

For a long time, it was thought that hypoxaemia at the time of birth was a major risk factor for cerebral palsy. However, further studies have found that hypoxaemia is implicated in only around 8-10% of cases.

Chorioamnionitis

Chorioamnionitis, as the name suggests, is inflammation of the amnion and chorion (fetal tissues). It is usually caused by an ascending bacterial infection. Chorioamnionitis is associated with prolonged labour and an increase in the risk of cerebral palsy.

Periventricular leukomalacia (PVL)

Periventricular leukomalacia (PVL) is a cerebral lesion characterised by foci of necrosis in the white matter near the lateral ventricles. The presence of brain lesions in the white matter, which can be detected by sonography and appear prior to the onset of PVL, is one of the most important identifiable risk factors for cerebral palsy. The risk of PVL, in turn, may be increased by factors such as prematurity, asphyxia, respiratory distress and infection. For example, PVL is more likely to be seen in neonates with documented sepsis, purulent amniotic fluid, chorioamnionitis or high concentrations of IL-6. There is evidence to suggest that PVL can be initiated before birth, so prevention of cerebral palsy may need to start in utero.

Funisitis

Funisitis, which may be caused by a fetal inflammatory response, is inflammation of the connective tissue of the umbilical cord. It is typically preceded by vasculitis of the umbilical artery and/or veins. Funisitis may be caused by chorioamnionitis and is also a risk factor for cerebral palsy.

Prematurity

Premature birth, along with PVL, is one of the leading risk factors for cerebral palsy. It is estimated that over 25% of preterm deliveries are associated with subclinical intrauterine infection: the fetal (rather than maternal) systemic inflammatory response may contribute to the early onset of labour and an increased risk of cerebral palsy. One proposed mechanism is that intrauterine infection increases levels of IL-6 and other cytokines, leading to PVL and preterm labour. TNF (tumour necrosis factor) may also contribute to PVL (and thus increase the risk of CP) in the following ways:
  1. Induces fetal hypotension and brain ischaemia
  2. Stimulates production of tissue factors that can contirbute to the coagulation necrosis of white matter
  3. Induces the release of platelet-activating factor, which damages brain cells by acting as a "membrane detergent"
  4. Directly toxic to oligodendrocytes, which make up the myelin sheath of CNS neurons
Summary of the inflammatory response

I'll wrap up this post with a summary of the proposed mechanism by which an inflammatory response may contribute to cerebral palsy. Firstly, when microorganisms gain access to the fetus, mononuclear cells produce cytokines such as IL-1 and TNF, increasing blood-brain barrier permeability. Increased BBB permeability allows microbial products (as well as cytokines) to enter the brain. Microbial products then stimulate fetal microglia (basically the CNS equivalent of macrophages) to produce IL-1 and TNF. These cytokines increase astrocyte proliferation, as well as further increase TNF levels, leading to oligodendrocyte damage.

It's important to note, however, that none of this is the be-all and end-all. Most cases of intrauterine infection do not result in cerebral palsy. Yup, unfortunately we still have a lot to learn.

References

Yoon, BH, Park, C-W, Chaiworapongsa, T 2003, 'Intrauterine infection and the development of cerebral palsy', BJOG: An International Journal of Obstetrics and Gynaecology, vol. 110, supplement 20, pp. 124-127

Thursday, February 8, 2018

Rehabilitation and the brain

I'm currently waiting on an appointment with a librarian to discuss and refine my systematic review, so for now it's more reading and consolidating, I guess...

Effects of rehabilitation on the brain

You've probably heard the old axiom: "if you don't use it, you lose it." In unilateral cerebral palsy (i.e. cerebral palsy only affecting one side of the body), there are delays in motor development on the affected side. If the limbs on that side are not used, they can become deconditioned, and development of cortical representation of that side of the body can be likewise suppressed. In turn, the affected limb becomes more limited in function, thus creating a vicious cycle of sorts.

Thankfully, there is some good news: motor control of the affected limb can be maintained. Maintenance may occur either via using the spared tissue of the affected hemisphere (a process known as "ipsilesional reorganisation") or via withdrawal of crossing fibres from the affected hemisphere and survival of fast-conducting ipsilateral motor projections (a process known as "contralesional reorganisation"). The type of reorganisation may have implications for treatment: subjects with ipsilesional reorganisation tend to experience an increase in motor cortex excitability following treatment, whereas subjects with contralesional reorganisation tend to experience a decrease in motor cortex excitability.

Studies involving combinations of constraint-induced movement therapy (CIMT), neurodevelopmental treatment (NDT), occupational therapy (OT), intensive motor training and/or training camps have shown that the brain can undergo reorganisation following such rehabilitative activities. In the affected hemisphere, the primary motor cortex and/or primary somatosensory cortex may undergo greater activation during active motor tasks (evidence is less consistent for passive motor tasks). However, these effects only take place if such tasks are done with the affected hand. Other functional effects also take place in the affected hemisphere: for instance, there is an increase in somatosensory evoked magnetic fields (SEFs) elicited by tactile stimulation. In patients with ipsilesional reorganisation (but not contralateral reorganisation), SEF latency may decrease and motor evoked potentials (MEPs) may increase in the primary motor cortex. Aside from functional changes, there are also structural changes in the affected hemisphere: the primary motor cortex, primary somatosensory cortex and hippocampus have all been found to increase as a result of rehabilitation.

The unaffected hemisphere also undergoes some changes. While there are no clear functional changes at a population level (some changes have been seen at a single-subject level), there are structural changes: both the primary motor cortex and hippocampus increase in volume.

Important factors in neurorehabilitation

Nielsen et al. (2015) identified many important factors in neurorehabilitation programs. They are as follows:

Active patient participation

It is important that patients participate actively in treatment, as sensory feedback via passive manipulation is not the same as via active manipulation. When muscles are contracted actively, gamma motor neurons are activated, causing greater deviations in the activity of muscle spindle afferents as opposed to passive movement. Furthermore, active contraction increases the load on the muscle tendon, which causes activation of Golgi tendon organ afferents. Joint afferents may result in different types of feedback depending on whether movement is active or passive.

I'm not done yet! During active manipulation, spinal motoneurones can influence spinal neural networks via Renshaw cell inhibition. Active manipulation is also a factor in influencing presynaptic inhibition of sensory input to spinal networks. Perception of sensory stimuli tends to be reduced when performing an active movement at the same time. (For example, when you move your arm, unless you are focusing on it, you generally don't tend to notice that your arm is moving. My understanding is that's because your brain is expecting that arm to move, so it blocks out a degree of sensory input pertaining to movement.)

What about those who are paralysed? There is hope that mental training and imagination may activate the same areas of the brain as voluntary movements. Current studies, however, are unconvincing. Mental training tends to be more effective in people who practise such techniques regularly, such as elite athletes. Other alternatives are virtual reality therapy and mirror therapy.

Physical aids only when necessary

Nielsen et al. recommend against the use of physical aids unless absolutely necessary, as a) time spent using a physical aid (e.g. a wheelchair) takes away from opportunities to practice a skill (e.g. walking), and b) external sensory feedback (e.g. training in a robotic device) may disrupt learning. There are, however, newer devices that allow a patient to contribute to the movement to an ever-increasing extent.

Challenges that support learning

It is important to keep the patient challenged and learning new things. If a patient learns something once, they get a short-lived increased representation of muscles in the corresponding brain areas. If training is repeated, they gain more long-lasting changes in cortical representation. However, if they keep repeating the same thing over and over, performance increases by a lesser amount each time, and cortical representation may even decrease. Cortical expansion only occurs when difficulty increases, so it is important to keep up the challenge. It might be helpful to have goals in mind to work towards.

Patient responsibility

It takes many hours to learn new skills, so it is important that patients have ways to train at home.

Every day, as long as possible

One study showed that no plastic changes occurred after training for 15 minutes, so blocks of 20 minutes or more may be necessary. On the other hand, another study suggested that multiple short bouts might be just as effective as one long bout.

Motivation and reward

When dopamine is released by the "reward system," there is increased consolidation of the motor program in the motor cortex and basal ganglia. There are also increased influences on the prefrontal areas, which facilitate the decision to perform similar behaviours in order to get that sweet, sweet dopamine. The effect of rewards and feedback are most optimal if given immediately.

Optimise acquisition and retention

Acquisition and retention can be optimised by optimising the practice structure. In this area, there is a bit of a trade-off between increased performance in the practice session (which can lead to increased motivation) and increased performance in the long-term. Practising a single skill during constant conditions or practising multiple skills in a "blocked" format (i.e. practise skill A and only skill A for x minutes, and then skill B and only skill B for y minutes) can increase performance short-term, as well as motivation. On the other hand, varying the conditions and using random or interleaved practise is better for long-term retention.

Consolidation

Failure to consolidate a new skill is most likely if the patient learns another task or is subjected to competing external stimuli (i.e. stimuli that activate the same neural circuits) within 3-4 hours of learning. It has been suggested that it may help to schedule the timing of sessions so that patients can sleep afterwards. This way, patients won't be affected by external stimuli during the critical 3-4 hour period. Furthermore, certain phases of sleep may influence consolidation of new skills.

Dopamine, as well as being important in motivation, is also essential for the late phase of long-term potentiation. It is related to consolidation and structural network changes. As such, maybe it might be important to increase dopamine levels, through methods such as aerobic exercise towards the end of a session. (Amphetamines also increase levels of monoamines such as dopamine, thus increasing consolidation, but please don't try this at home.)

Focus on paresis (muscular weakness), not spasticity

Many interventions focus on spasticity (muscle stiffness), but this focus may be misplaced. The abnormal stretch reflexes that are the hallmark of spasticity only occur in the resting state, not during movement. Also, it has been suggested that spasticity may be an adaptive change aimed at maintaining functional output despite diminished descending drive. Nielsen et al. suggest teaching patients how to optimally integrate sensory feedback, rather than focus on eliminating spasticity.

Other influences on learning and memory

Since the brain lives off glucose, increasing sugar intake prior to learning may be helpful. (Of course, you shouldn't overdo it, and you need to be careful if the patient has diabetes or some other dietary requirement.) Another supplement that might be important is DHA (docosahexaenoic acid), which is a component of the neural membrane. Yet another important component is exercise.

Individualisation

We're all individuals, so rehabilitation needs to be individualised :)

Neurorehabilitation still has effects late in life

Old brains still maintain considerable plastic potential: motor learning and consolidation are only slightly slower as compared to younger brains. Therefore, even older patients can stand to benefit from neurorehabilitation. In a similar vein, while the 3-4 months following an injury is the optimal period for rehabilitation, rehabilitation can still occur afterwards. The main take-home point from this is that patients can't use "I'm too old"/"It's been too long, there's no hope for me any more" as excuses for not doing their exercises :D

Virtual reality training

As my project will (hopefully) incorporate elements of virtual reality, I decided to have a look at some virtual reality stuff as well. Virtual reality can provide rich sensory environments for mass practice of skills. The ability to make simple alterations in graphics and sound effects can influence attention levels, which is especially important in rehabilitation of children.

One of the easiest components to implement in virtual reality is vision, so let's start there. Many motor, premotor and parietal neurons are modulated by visual information, and movement errors in the visual domain can influence motor control areas during motor learning. Interacting with a virtual representation of hands can recruit the angular gyrus, precuneus and extrastriate body area, which are all regions of the brain involved in attribution of agency (subjective awareness of initiating, executing and controlling one's own actions). Furthermore, when actions are observed, motor evoked potentials (MEPs) may increase in magnitude, and there may also be influences in corticocortical interactions in the motor and premotor areas. Visually-stimulated motion also has an effect on postural responses.

A component of virtual reality that is perhaps more difficult to implement is haptic (tactile) feedback. Tactile feedback can assist with advanced skill learning, and forces that augment errors are more effective in teaching desired movements.

Virtual reality treatments have been found to alter brain activation in at least one child with cerebral palsy. Before a virtual reality treatment, the child had predominantly bilateral activation of sensorimotor cortices. After the treatment, the bilateral activation disappeared, leaving only contralateral activation. These changes were associated with an increased ability of the child to perform reaching, dressing and self-feeding tasks.

References

Adamovich, S 2009, 'Sensorimotor training in virtual reality: A review', NeuroRehabilitation, vol. 25, no. 1, pp. 29-44

Inguaggiato, E, Sgandurra, G, Perazza, S, Guzzetta, A, Cioni, G, Sale, A 2013, 'Brain reorganization following intervention in children with congenital hemiplegia: A systematic review', Neural Plasticity, vol. 2013.

Nielsen, JB, Willerslev-Olsen, M, Christiansen, L, Lundbye-Jensen, J, Lorentzen, JR 2015, 'Science-based neurorehabilitation: Recommendations for neurorehabilitation from basic science', Journal of Motor Behaviour, vol. 47, no. 1, pp. 7-17