Topic H: Clinical psychology A2

Syllabus
2026
Topic
Level
A2

Learning objectives

8.1.1Definitions of abnormality8.1.1 Definitions of abnormality:; the history of abnormality; statistical infrequency definition; failure to function adequately including Rosenhan and Seligman, 1989.8.1.2Classification systems8.1.2 Classification systems:; ICD (ICD10 and ICD 11 when revised – 2017); DSM including DSM IVR and DSM V.8.1.3Debates in diagnosis8.1.3 Debates in diagnosis:; cultural issues in diagnosis; reliability in diagnosis; validity in diagnosis.; Mental health disorders, symptoms, features, explanations.8.1.4Schizophrenia symptoms and explanations8.1.4 Schizophrenia:; description of symptoms and features, including thought insertion, hallucinations, delusions, disordered thinking; the function of neurotransmitters as a theory/explanation; one other biological theory/explanation of schizophrenia.8.1.5Other mental health disorder8.1.5 One other mental health disorder, symptoms, features, explanations selected from unipolar depression OR anorexia nervosa:; description of symptoms and features; two different explanations for the disorder (one biological, one non-biological). 40 Treatment and therapy.8.1.6Therapies for schizophrenia8.1.6 Therapy for schizophrenia:; drug therapy; family therapy.8.1.7Therapies for depression or anorexia8.1.7 Therapy for unipolar depression OR anorexia nervosa:; drug therapy; cognitive Behavioural Therapy (CBT).8.2.1Rosenhan (1973) sane in insane places8.2.1 Rosenhan (1973) On being sane in insane places.; Contemporary study relating to schizophrenia.8.2.2Suzuki et al. (2014) schizophrenia and undernutrition8.2.2 Suzuki et al. (2014) High prevalence of underweight and undernutrition in Japanese inpatients with schizophrenia.; One from a choice of two contemporary studies, choosing one that suits the chosen 'other' disorder: Unipolar depression.8.2.3Hans and Hiller (2013) CBT for unipolar depression8.2.3 Hans and Hiller (2013) Effectiveness of and drop out from outpatient cognitive-behavioural therapy for adult unipolar depression: A meta-analysis of nonrandomised effectiveness studies.8.2.4Ma, Quan and Liu (2014) social support and depression8.2.4 Ma, Quan and Liu (2014) Mediating effect of social support on the relationship between self-evaluation and depression.; Anorexia nervosa.8.2.5Becker et al. (2002) television and eating attitudes8.2.5 Becker et al. (2002) Eating behaviours and attitudes following prolonged exposure to television among ethnic Fijian adolescent girls.8.2.6Reichel et al. (2014) anorexia and body pictures8.2.6 Reichel et al. (2014) 'Glass fairies' and 'bone children': Adolescents and young adults with anorexia nervosa show positive reactions towards extremely emaciated body pictures measured by the body startle reflex paradigm.8.3.1Research methods in clinical psychology8.3.1 The use of research methods methods in psychology when carrying out research in clinical psychology:.; research methods from units 1 and 2 as appropriate.; randomised controlled trials (RCTs) related to clinical psychology.; neuroimaging, including structural and functional brain scanning related to clinical psychology.8.3.2Published research conventions8.3.2 Conventions of published psychological research: abstract, introduction, aims and hypotheses, method, results, discussion; the process of peer review.8.3.3HCPC guidelines8.3.3 Awareness of Health and Care Professions Council (HCPC) guidelines for clinical practitioners.8.3.4Decision making and data interpretation8.3.4 Decision making and interpretation of data:; List A from Topic A as appropriate; List B from Topic B as appropriate.8.3.5Clinical research evaluation8.3.5 Evaluation of research in clinical psychology:; issues of reliability, validity, generalisability, credibility, objectivity, subjectivity, ethics and practical application of findings as appropriate. 8.4 Practical Investigation.8.4.1Clinical psychology content analysis8.4.1 One practical research exercise to gather data relevant to topics covered in clinical psychology - a content analysis that explores attitudes to mental health.; This practical research exercise must adhere to ethical principles in both content and intention.; In conducting the practical research exercise, learners must:; perform a content analysis; analyse at least two sources (such as radio interviews, newspapers, magazines) to compare attitudes towards mental health; make design decisions when planning and gathering sources for a content analysis, including credibility of secondary data, ethical considerations, controls and reliability; collect, present and comment on sources gathered; consider strengths and weaknesses of a content analysis and possible design improvements; complete the procedure, results and discussion section of a report.; ; Comparing how attitudes to mental health have changed over time.; ; How different sources report mental health. 42.

Three ways abnormality has been understood

Definitions of abnormality have moved from supernatural and moral explanations, through medical accounts, towards judgments that combine evidence about behaviour, distress and everyday functioning.

Definition Decision rule Main limitation
statistical infrequency behaviour or a score is rare in a population, often at least two standard deviations from the mean rarity can be desirable, while common distress can still require help
failure to function adequately the person cannot meet ordinary demands or experiences suffering, maladaptiveness or danger functioning and expectations depend on the person, culture and context
Rosenhan and Seligman's indicators suffering, maladaptiveness, irrationality, unpredictability, observer discomfort, unconventionality/vividness and violation of moral ideals form a pattern no single indicator is necessary or sufficient, and observers can impose their values

Earlier supernatural accounts could lead to punishment or exclusion. Medical classification reframed mental disorder as illness and encouraged treatment, while later psychological and social approaches emphasised cognition, learning, relationships, rights and individual experience. Each change can reduce one form of stigma yet create new labels.

Unusual appearance or high ability is not a disorder merely because it is statistically rare. A sound judgment considers distress, impairment, risk, duration, culture and the person's own context before deciding whether support or diagnosis is appropriate.

DSM and ICD: classification with different reach

Classification systems organise symptoms into diagnostic categories so clinicians and researchers can communicate, select support and compare outcomes.

System Publisher and scope Named syllabus versions
DSM American Psychiatric Association; focuses on mental disorders and detailed diagnostic criteria DSM-IV-TR and DSM-5
ICD World Health Organization; classifies all diseases and health conditions, including mental disorders, with international reporting codes ICD-10 and ICD-11

Revisions respond to evidence and changing concepts. DSM-5, for example, combined several former autism diagnoses into autism spectrum disorder and added cultural-formulation guidance. ICD is designed for multilingual, international health reporting. Both use recognisable symptom patterns, but categories and thresholds can differ across manuals or editions.

A manual standardises the criteria; it does not make application automatic. Reliability requires different clinicians to reach the same diagnosis, while validity asks whether the category represents the person's disorder and predicts useful outcomes. A revised label may improve evidence or communication but can also disrupt comparisons with diagnoses made under an earlier edition.

Culture, reliability and validity in diagnosis

A diagnosis is trustworthy only when clinicians apply criteria consistently and the resulting category accurately represents the person's difficulties in their cultural context.

Issue Question Evidence route
inter-rater reliability do different clinicians reach the same diagnosis? independent interviews using the same criteria
criterion validity do DSM and ICD or another accepted criterion agree? compare diagnoses across systems
construct validity do the criteria capture the disorder rather than an unrelated feature? relate symptoms to converging measures and lived experience
predictive validity does diagnosis predict course or treatment response? longitudinal follow-up
cultural validity is behaviour interpreted within the person's norms, language and meaning? cultural formulation and culturally informed interviewing

Culture can change how distress is expressed, whether hearing a voice has spiritual or clinical meaning, and how a clinician interprets language. Cooper et al. found New York psychiatrists more likely than London psychiatrists to diagnose schizophrenia from the same filmed interviews, illustrating possible system or cultural bias.

Clear manuals can increase agreement, but agreement on the same biased interpretation is reliable without being valid. Conversely, considering culture must not become a reason to dismiss genuine distress. Clinicians need standard criteria plus the person's meaning, impairment and context.

Schizophrenia: symptoms and biological explanations

Schizophrenia involves disturbances of perception, belief and thought organisation; biological explanations identify risk mechanisms rather than a single inevitable cause.

Symptom Meaning
thought insertion the belief that an outside source has placed thoughts in one's mind
hallucination a perception without a corresponding external stimulus, often hearing voices
delusion a strongly held belief that conflicts with available evidence and cultural context
disordered thinking confused or loosely connected thought shown in speech that becomes difficult to follow

The dopamine account links excess mesolimbic dopamine activity with positive symptoms and reduced mesocortical activity with negative or cognitive symptoms. Glutamate dysfunction at NMDA receptors may alter dopamine regulation and explain a wider symptom range. Drug and imaging evidence supports involvement, but changes measured after illness or treatment do not settle causal direction.

A genetic account proposes inherited vulnerability: risk rises with biological relatedness, yet identical-twin concordance is well below 100%. Rare mutations and brain-structure differences such as enlarged ventricles or reduced temporal-lobe volume are further candidates. No biological factor is sufficient; development, stress and social adversity can interact with vulnerability.

Depression and anorexia: two optional disorder pathways

The syllabus permits unipolar depression or anorexia nervosa as the other disorder; each requires symptoms plus one biological and one non-biological explanation.

Disorder Core symptoms/features Biological explanation Non-biological explanation
unipolar depression persistent low mood or loss of interest, impaired sleep, energy, concentration or functioning; major episodes may recur monoamine accounts link disrupted serotonin/norepinephrine function and inherited vulnerability to risk Beck's cognitive account links negative schemas, biased processing and the negative triad of self, world and future
anorexia nervosa significantly low weight, restriction, fear of weight gain and distorted evaluation of shape/weight genetic vulnerability and hypothalamic/neurotransmitter mechanisms may affect appetite, anxiety and reward social learning and cognitive accounts explain attention to thin models, reinforcement and distorted body beliefs

Antidepressant response and twin evidence support biological involvement in depression; cognitive bias and CBT response support a cognitive pathway. Twin evidence supports anorexia vulnerability, while Becker's Fijian television study supports a cultural-learning influence.

Treatment success does not prove the treated mechanism was the original cause. Neither disorder is a choice or a simple chemical imbalance: biology, learning, cognition and life context can interact, and symptoms require professional assessment rather than inference from one sign.

Treating schizophrenia: drugs and family therapy

Drug therapy aims to reduce symptoms biologically, while family therapy changes the social environment and the family's ability to support recovery; they are often combined.

Therapy Main process Strength Limitation
antipsychotic drugs typical agents mainly block dopamine D2 receptors; atypical agents such as clozapine or risperidone also affect other transmitters can reduce hallucinations, delusions and distress quickly enough to support everyday functioning and further therapy side effects, monitoring and non-adherence can reduce benefit; symptoms and people respond differently
family therapy psychoeducation, communication and problem solving reduce conflict and help relatives recognise symptoms, support medication and plan for relapse addresses patient and carer needs and can reduce relapse/readmission time, access, engagement and family strain matter; it does not directly remove every biological symptom

Risperidone and other antipsychotics have reduced positive and negative symptoms in treatment studies. Reviews of family interventions report improved social functioning and lower relapse; high criticism, hostility or emotional over-involvement is associated with greater relapse risk.

Medication is not merely chemical restraint, and family therapy does not blame relatives for schizophrenia. Effectiveness should include symptom change, functioning, side effects, adherence, relapse and the person's preferences—not only whether a drug altered dopamine.

Drug therapy and CBT for depression or anorexia

For the optional disorder, drug therapy targets biological symptoms while CBT identifies and tests thought-behaviour patterns that maintain distress.

Disorder Drug therapy CBT
unipolar depression antidepressants such as SSRIs increase serotonin availability; change is delayed and side effects or relapse after stopping require monitoring identifies negative automatic thoughts and schemas, tests evidence, schedules constructive activity and builds relapse-management skills
anorexia nervosa medication may address co-occurring depression/anxiety or relapse risk after weight restoration, but evidence in the acute underweight phase is limited CBT/CBT-E challenges rigid beliefs about food, weight and self-worth and changes avoidance, checking and restrictive routines alongside medical/nutritional care

Combined antidepressant and CBT treatment can help some people with persistent depression. Routine-practice evidence from Hans and Hiller supports outpatient CBT but also shows meaningful dropout. For anorexia, CBT can improve beliefs and relapse outcomes, yet physical risk may first require coordinated nutritional and medical stabilisation.

Neither treatment is universally best. A person with severe low motivation may struggle with CBT tasks, while medication may reduce symptoms without changing maintaining beliefs or circumstances. Educational comparison is not a prescribing guide; diagnosis, safety, consent and individual response govern clinical decisions.

Rosenhan (1973): sanity in a diagnostic context

Rosenhan tested whether hospital staff could distinguish people without mental disorder from patients once a psychiatric label and setting shaped interpretation.

Eight pseudo-patients—five men and three women—sought admission to 12 US hospitals across five states. They reported an unfamiliar same-sex voice saying 'empty', 'hollow' and 'thud', while other personal details were largely truthful. After admission they stopped simulating symptoms, behaved ordinarily and recorded ward experiences in notes and diaries.

All were admitted and ordinary behaviour was often interpreted through the diagnosis. They reported depersonalisation, powerlessness, limited privacy and little staff contact. The range of public/private and old/new hospitals strengthens relevance to US inpatient care of that era; standardised presenting symptoms support comparison.

Real hospitals give ecological validity, but each ward usually had one observer, so emotional and interpretive bias could affect diaries. Staff were deceived and could not consent; admission may also reflect cautious risk management rather than inability to diagnose. The study exposed context and institutional treatment, not proof that every diagnosis or modern hospital is invalid.

Suzuki et al. (2014): nutrition in schizophrenia inpatients

Suzuki et al. assessed whether Japanese inpatients with schizophrenia showed different weight and nutritional status from healthy controls.

The sample contained 333 inpatients aged 16–80, diagnosed with DSM-IV-TR across nine psychiatric hospitals in Niigata Prefecture, and 191 healthy volunteers matched by age and sex. Height and weight produced BMI; fasting blood samples measured total protein, cholesterol, triglycerides and plasma glucose. Physical illness and recent drug-therapy changes were exclusion controls.

Underweight was more prevalent among the inpatients than in the general comparison group, while overweight/obesity prevalence was broadly similar. The findings support monitoring physical as well as mental health during long inpatient stays and reviewing food, activity and nutritional care.

Standard medical measures and matched controls improve objectivity and replicability, but BMI is not a complete measure of nutrition. Diet and exercise were not controlled, exclusion criteria reduce everyday representativeness, and nine hospitals in one Japanese prefecture cannot represent outpatients or other health systems. The group difference does not prove schizophrenia itself caused undernutrition.

Hans and Hiller (2013): CBT in routine depression care

Hans and Hiller asked whether outpatient CBT for adult unipolar depression remains effective—and how often people drop out—in ordinary clinical practice.

Their random-effects meta-analysis combined 34 non-randomised effectiveness studies of individual or group outpatient CBT. It calculated standardised mean gains at treatment end and six-month follow-up for depression severity, dysfunctional cognition, anxiety, distress and functional impairment, plus a weighted dropout rate. Results were benchmarked against high-quality RCTs.

Depression improvement was large for completers (d = 1.13) and intention-to-treat samples (d = 1.06); secondary outcomes showed moderate-to-large gains. Improvement was maintained six months after completion. Weighted mean dropout was 24.63%, and depression effects were smaller than benchmark RCT effects.

Explicit searches, eligibility rules and inter-coder checks strengthen reliability, while non-randomised routine-care studies improve ecological relevance. Yet studies varied in quality and design, causal alternatives remain, and completer results can exaggerate benefit. The conclusion is that CBT can transfer to practice, not that every patient completes or improves.

Ma, Quan and Liu (2014): support as a mediator

Ma, Quan and Liu tested whether perceived social support partly explains the association between core self-evaluation and depression.

A sample of 538 undergraduates—281 women and 257 men—completed standardised questionnaires measuring core self-evaluation, perceived social support and depression. Core self-evaluation covers broad judgments such as self-esteem and perceived competence. Correlations were entered into a mediation analysis to test whether support carried part of the self-evaluation–depression relationship.

Higher self-evaluation and greater perceived support were associated with lower depression, and social support was a partial mediator. This is consistent with a pathway in which more positive self-evaluation is related to perceiving or seeking support, which in turn relates to fewer depressive symptoms. 'Partial' means a direct association remained.

A large, standardised sample supports reliable comparison among undergraduates, but all variables were self-reported and may share response bias. The correlational design cannot establish that low self-evaluation caused low support and then depression; depression could change both ratings. Perceived support is also not the same as support objectively received, and students do not represent all people with unipolar depression.

Becker et al. (2002): television and Fijian eating attitudes

Becker et al. examined whether prolonged exposure to television was associated with changing eating attitudes among ethnic Fijian adolescent girls in a previously media-naive setting.

A prospective multi-wave cross-sectional design compared separate schoolgirl samples in Nadroga: 63 participants in 1995, within weeks of television's introduction, and 65 in 1998 after three years of exposure. Both completed a culturally adapted 26-item Eating Attitudes Test; semi-structured interviews with a subset explored symptoms, body image and television meaning.

Indicators of disordered eating were significantly more prevalent in 1998. Interview narratives described dieting or weight loss as ways to resemble admired television characters and linked thinness with opportunity or success. Quantitative change and qualitative meaning converge on a plausible cultural-learning influence.

A naturally occurring change and standard measure give ecological value, but the design compared two cohorts rather than following the same girls. Television was not randomly assigned, so economic change, peers, tourism or other Western influence could confound the result. Small female samples from two schools limit generalisation, and association with disordered attitudes is not a diagnosis of anorexia nervosa.

Reichel et al. (2014): implicit responses to emaciated bodies

Reichel et al. tested whether people with anorexia nervosa show an implicit appetitive response to extremely emaciated body images even when self-report does not reveal it.

Thirty-six adolescents/young adults with anorexia and 36 controls viewed images, including extremely emaciated bodies drawn from pro-anorexia sites. Candidate images were reduced from about 8,000; 36 were rated by a 100-person pilot and 16 selected. Acoustic probes elicited an eye-blink startle response measured physiologically, while participants also gave subjective ratings.

The anorexia group showed startle inhibition—interpreted as appetitive responding—to the extremely emaciated images, whereas controls showed startle potentiation, an aversive response. The groups did not show the same difference in subjective ratings. This divergence suggests implicit and reported emotional processing can differ.

Objective reflex recording and controlled stimuli support reliability, but interpretation of inhibition as attraction is theory-dependent. The small clinical sample limits generalisation, extreme images may cause distress, and a group difference cannot show whether the response caused or resulted from anorexia. The study concerns cue processing, not proof of addiction or treatment effectiveness.

Clinical research: RCTs and neuroimaging

Clinical methods must separate treatment effects from alternative explanations while protecting participants whose symptoms may affect risk, consent or withdrawal.

Method What it contributes Critical boundary
randomised controlled trial random allocation balances confounds; control/placebo or treatment-as-usual, baseline and follow-up permit outcome comparison; blinding reduces expectation bias withholding established care may be unethical, attrition breaks balance and tightly selected samples may not reflect routine practice
structural scan (CAT/MRI) produces images of anatomy, such as ventricles or tissue volume a structural difference does not show moment-to-moment function or causal direction
functional scan (PET/fMRI) maps metabolism, blood flow or oxygenation associated with activity during a task or state an indirect signal and group association do not identify a thought or prove a disorder's cause
interview/self-report captures symptoms, meaning and treatment experience recall, demand, interviewer and social-desirability effects require triangulation

A sound drug RCT pre-registers outcomes, obtains valid consent, records a baseline, randomly allocates through an independent process, standardises dose/contact, monitors adverse events and analyses all allocated participants where possible.

Calling a study randomised or using a brain image does not make its conclusion automatically causal or objective. Evaluate allocation, blinding, comparison, measurement, attrition, scan interpretation and clinical representativeness.

How clinical research becomes a paper

A published research report separates the question, procedure, evidence and interpretation so readers can audit how the conclusion was reached.

Section Main job
abstract concise question, method, main result and conclusion
introduction relevant theory/evidence and rationale
aims and hypotheses precise intended test and predicted relationship/difference
method design, sample, materials, procedure, ethics and analysis plan in replicable detail
results descriptive and inferential findings without replacing data with opinion
discussion interpret results, compare evidence, evaluate limits and applications, and propose justified next work

Before publication, editors ask knowledgeable independent reviewers to judge contribution, methods, analysis, ethics, clarity and fit with the journal. Reviewers identify specific problems and recommend accept, revise or reject; authors respond and editors decide. Peer review can catch error and improve transparency.

Peer review is quality control, not proof that a claim is true. Reviewers can miss errors or share biases, and a well-structured report can still contain weak evidence. Replication, data transparency, later critique and evidence synthesis remain necessary after publication.

HCPC standards and fitness to practise

HCPC standards protect the public by setting threshold proficiency and ethical expectations for registered practitioner psychologists.

Duty Clinical meaning
safe scope and competence recognise limits, refer when needed, maintain knowledge and continuing professional development
service-user interests respect dignity, privacy, autonomy, culture and valid informed consent; safeguard where necessary
communication and records communicate accessibly, keep accurate secure records and protect confidential information within legal limits
risk and candour manage risk, report concerns, be open when something goes wrong and act to prevent harm
professional trust maintain boundaries, declare conflicts, use evidence responsibly and ensure conduct justifies public confidence

Practitioners must meet profession-specific proficiency standards to register and remain within the scope for which they are competent. The conduct, performance and ethics standards guide behaviour and are used when concerns are raised. Registration lets the public check professional status; failure to meet standards can trigger fitness-to-practise processes.

Fitness to practise means the person can practise safely, effectively and professionally, not that they never experience illness or make an error. It depends on competence, conduct, health management, insight and proportionate action in the actual scope of work.

Make a statistical decision from clinical data

Clinical data analysis begins with the research question and measurement level, then separates a sample description from an inferential decision.

Job Appropriate tool
describe centre/spread (List A) mean, median or mode; range or standard deviation; percentages, ratios and fractions
display a pattern (List A) frequency/summary tables, bar chart for categories, histogram for continuous distributions, scatter diagram for co-variables; inspect skew and impossible values
related difference (List B) Wilcoxon signed-rank for paired or repeated scores
association (List B) Spearman's rank for paired data that can be ranked
frequency association/difference (List B) chi-squared for independent categorical frequencies

For CBT sessions attended and number of anxious episodes, Spearman's rank fits because the hypothesis concerns association and both paired variables can be ranked. After calculating the statistic, use sample size, direction, significance level and the correct critical value to decide whether to reject the null.

A significant negative correlation can show that more sessions accompany fewer episodes, but it does not prove sessions caused the reduction: severity, motivation or another variable may influence both. Statistical significance is not clinical importance, and a table or graph must be read from its supplied values rather than reconstructed from missing data.

Evaluate clinical evidence through its inference

Clinical evaluation links a concrete method feature to the exact claim that becomes stronger or weaker, then states the bounded conclusion that survives.

Criterion Question Topic H example
reliability would procedure or scoring give a consistent result? Suzuki's BMI/blood measures are replicable; Rosenhan's solo diaries lack inter-rater checking
validity does the measure represent the disorder or treatment outcome? EAT-26 standardises attitudes but is not an anorexia diagnosis
generalisability do people and settings represent the target? one Japanese prefecture or two Fijian schools narrows transfer
credibility/objectivity are sources, coding and alternative explanations transparent? reflex and blood measures reduce judgment; mediation and diary interpretations remain model-dependent
ethics were consent, privacy, vulnerability and treatment risk managed? deception in hospitals or distressing body images requires strong justification and safeguards
application can the result improve care without exceeding evidence? monitor inpatient nutrition; do not claim schizophrenia itself caused low weight

The same feature can cut both ways: non-randomised routine CBT studies improve ecological validity but weaken causal control; a scanner offers objective output but interpretation may remain uncertain. Triangulation is strongest when methods address complementary weaknesses.

A weakness narrows population, mechanism or certainty; it does not automatically erase the study. Finish by naming what is supported, under which conditions, and what remains unproven.

A reproducible content analysis of mental-health attitudes

A content analysis converts words, images or audio from at least two real sources into systematic evidence about attitudes to mental health.

  1. Define a focused comparison, such as tabloid versus support-organisation reporting or recent versus historical coverage. 2. Set transparent source criteria, dates and search terms; sample sources without selecting only striking cases. 3. Define mutually clear categories such as dangerousness, blame, recovery, medical explanation, support or neutral description. 4. Pilot a coding manual, then have at least two coders independently code the same material and resolve disagreements. 5. Tally frequencies or percentages and retain short contextual notes. 6. report procedure, results and a discussion of the supported conclusion.

Credibility depends on who created each secondary source, for what audience and purpose, and whether length, format and date are comparable. Public availability does not remove privacy or stigma risk: avoid exposing identifiable vulnerable people, reproduce only necessary material and frame categories without reinforcing harmful labels.

Real media give ecological validity and archived sources permit change-over-time comparison. Yet category judgment can be subjective, word counts lose context and a small search-engine sample cannot represent all media. Predefined rules, independent coding, an agreement statistic, broader source sampling and a recorded audit trail improve reliability. Results must describe the actual coded sources, not invented example percentages.