Ai Medication Adherence

Adherence Concept Research

Doctoral work examines what taking treatment as agreed actually means. Conceptual clarity underpins every measurement and intervention in the field.

Terminology And Definition Research

Research examines the differing terms used to describe treatment taking. Terminology carries assumptions about responsibility and patient autonomy.

Initiation And Persistence Phases

Doctoral study examines starting, continuing and stopping prescribed treatment. Each phase has differing causes and requires differing responses.

Primary Non Adherence Research

Research examines prescriptions that are never collected or started. A substantial proportion of new prescriptions are never dispensed at all.

Secondary Non Adherence Research

Doctoral work examines treatment started but not continued as agreed. Continuation problems differ fundamentally from problems with starting.

Intentional Non Adherence Research

Research examines deliberate decisions not to take treatment as prescribed. Deliberate choices reflect reasoning that deserves genuine engagement.

Unintentional Non Adherence Research

Doctoral study examines treatment missed without any deliberate decision. Practical barriers require entirely different responses from beliefs.

Persistence And Discontinuation

Research examines how long people continue treatment before stopping. Discontinuation is common and frequently never discussed with clinicians.

Treatment Gap Research

Doctoral work examines periods when prescribed treatment is unavailable. Gaps arise from supply, access and administrative failures alike alike today.

Adherence Trajectory Research

Research examines patterns of treatment taking across extended periods. Trajectory analysis reveals groups that single measurements entirely conceal.

Adherence Measurement Methods

Doctoral study examines approaches to determining whether treatment is taken. Method choice substantially affects the estimates that are obtained.

Self Report Measurement Research

Research examines asking people directly about their treatment taking. Self report is practical and systematically overstates actual treatment taking.

Questionnaire Validation Research

Doctoral work examines whether adherence questionnaires measure what they claim. Many widely used instruments have weak validation evidence.

Tablet Count Research

Research examines counting remaining medicine as an adherence indicator. Counting is simple and easily defeated by discarding unused medicine.

Pharmacy Supply Measurement

Doctoral study examines dispensing records as an indicator of treatment taking. Dispensing shows collection rather than actual consumption actual consumption.

Prescription Claims Analysis

Research examines administrative dispensing records for adherence assessment. Claims data covers whole populations at very low research cost.

Possession Ratio Research

Doctoral work examines measures of medicine available over a given period. Possession measures are widely used and defined very inconsistently.

Days Covered Measurement

Research examines proportion of time a person holds supplied treatment. This measure is standard yet handles switching and overlap poorly and overlap poorly.

Electronic Monitoring Devices

Doctoral study examines containers recording each opening electronically. Electronic records capture timing that other methods cannot methods cannot capture.

Smart Packaging Research

Research examines packaging that records or prompts treatment taking. Instrumented packaging combines measurement with practical support practical daily support.

Ingestible Sensor Research

Doctoral work examines sensors confirming that treatment was swallowed. Confirmation is precise and raises acute questions about surveillance.

Directly Observed Therapy

Research examines treatment taken under direct observation by another person. Observation is effective and burdensome for everyone involved.

Biological Marker Measurement

Doctoral study examines bodily measures indicating treatment has been taken. Biological confirmation avoids reliance on any self reporting any self reporting at all.

Blood Concentration Monitoring

Research examines measuring treatment concentrations within the bloodstream. Concentrations reflect recent taking rather than sustained patterns.

Urine Testing Research

Doctoral work examines detecting treatment or its products in urine. Urine testing is non invasive and reflects only recent taking only recent taking.

Hair And Nail Testing Research

Research examines measures reflecting treatment taking over long periods. These measures capture sustained patterns that blood testing misses.

Measurement Agreement Research

Doctoral study examines whether differing methods reach the same conclusion. Agreement between adherence methods is consistently poor is consistently poor.

Measurement Validity Research

Research examines whether measures capture actual treatment taking. Validity is difficult to establish without any accepted reference standard.

Reference Standard Debate Research

Doctoral work examines the absence of any agreed measurement standard. Without a standard, method comparison remains genuinely unresolvable.

Composite Measurement Research

Research examines combining several methods into a single assessment. Combination exploits complementary strengths of the separate approaches.

Threshold Definition Research

Doctoral study examines the level at which adherence is called adequate. Conventional thresholds have very little empirical justification empirical justification.

Adherence Cut Point Research

Research examines whether adequacy differs between treatments and conditions. Required levels differ enormously across treatment types across treatment types.

Continuous Measurement Research

Doctoral work examines treating adherence as a continuous rather than binary measure. Dividing at a threshold discards clinically relevant information.

Time Varying Measurement

Research examines adherence changing across the course of treatment. Static summaries conceal patterns that vary substantially over time substantially over time.

Measurement In Trials

Doctoral study examines assessing treatment taking within clinical trials. Trial adherence is far higher than adherence in routine practice.

Measurement In Routine Care

Research examines practical assessment within everyday clinical settings. Routine measurement must be brief and acceptable to be used to be used at all.

Electronic Record Measurement

Doctoral work examines clinical records as a source of adherence information. Records capture prescribing but rarely capture actual taking actual treatment taking.

Data Linkage For Adherence

Research examines joining prescribing, dispensing and outcome datasets. Linkage permits population scale adherence research at low cost at very low cost.

Missing Data In Adherence

Doctoral study examines incomplete records within adherence datasets. Missingness is rarely random and biases conclusions systematically conclusions systematically.

Measurement Reactivity Research

Research examines how being measured changes treatment taking behaviour. Measurement itself can improve adherence during a study period during a study period.

Social Desirability Research

Doctoral work examines people reporting what they believe is expected. Reporting pressure substantially inflates self reported treatment taking.

Recall Accuracy Research

Research examines whether people accurately remember their treatment taking. Recall degrades quickly and unevenly across differing regimens.

Proxy Report Research

Doctoral study examines adherence reported by someone other than the patient. Proxy reports are essential where patients cannot report themselves.

Caregiver Reported Adherence

Research examines reports from those supporting a person with treatment. Caregiver reports differ systematically from patient self reports from patient self reports.

Paediatric Measurement Research

Doctoral work examines assessing treatment taking in children. Responsibility is shared between child and caregiver in complex ways in complex ways.

Measurement In Older Adults

Research examines assessing treatment taking among older people. Multiple treatments and cognitive change complicate assessment substantially.

Cognitive Impairment Measurement

Doctoral study examines assessment where memory or reasoning is impaired. Standard self report methods are unsuitable in these circumstances.

Measurement Burden Research

Research examines what measurement demands of patients and services. Burdensome measurement is abandoned regardless of its accuracy of its accuracy.

Reporting Standards Research

Doctoral work examines how adherence findings should be reported. Inconsistent reporting prevents meaningful comparison between studies between separate studies.

Adherence Data Quality

Research examines completeness and accuracy of adherence datasets. Data quality determines what conclusions the analysis can support analysis can support.

Adherence Determinant Research

Doctoral study examines what influences whether treatment is taken. Determinants operate across personal, clinical and structural levels and structural levels.

Person Related Factors

Research examines individual characteristics associated with treatment taking. Individual factors explain far less variation than commonly assumed.

Condition Related Factors

Doctoral work examines how the illness itself influences treatment taking. Symptom presence and severity both strongly affect continuation affect continuation.

Treatment Related Factors

Research examines characteristics of the treatment influencing its use. Regimen and side effect burden are consistently important factors important factors.

Health System Factors

Doctoral study examines how service arrangements influence treatment taking. System barriers are frequently mistaken for individual failings.

Socioeconomic Determinants

Research examines material circumstances shaping treatment taking. Disadvantage constrains treatment taking through many separate pathways many separate pathways.

Belief About Medicines Research

Doctoral work examines what people believe about their prescribed treatments. Beliefs predict treatment taking better than most demographic factors.

Necessity And Concern Balance

Research examines perceived need for treatment weighed against worries about it. This balance is among the strongest predictors identified predictors yet identified.

Illness Perception Research

Doctoral study examines how people understand their own health condition. Illness understanding shapes whether treatment appears worth taking.

Treatment Expectation Research

Research examines what people expect treatment will do for them. Unmet expectations are a common reason people stop treatment people stop treatment entirely.

Health Literacy And Adherence

Doctoral work examines understanding of health information and treatment taking. Limited literacy is common and rarely recognised by clinicians.

Numeracy And Adherence

Research examines understanding of quantities within treatment instructions. Numerical instructions are widely misunderstood by many patients.

Motivation Research

Doctoral study examines what sustains willingness to continue treatment. Motivation quality predicts persistence better than motivation intensity.

Habit Formation Research

Research examines treatment taking becoming an automatic daily routine. Established habits sustain treatment when motivation inevitably fluctuates.

Forgetting And Memory Research

Doctoral work examines memory failures affecting treatment taking. Forgetting is the most commonly reported reason for missed treatment for missed treatment.

Routine And Context Research

Research examines daily routines within which treatment taking is embedded. Routine disruption is a frequent trigger for missed treatment for missed treatment.

Self Efficacy Research

Doctoral study examines confidence in managing treatment successfully. Confidence predicts persistence independently of actual capability of actual capability.

Behavioural Theory Application

Research examines behavioural theories applied to treatment taking. Theory driven interventions outperform those designed without theory designed without theory.

Capability Opportunity Motivation

Doctoral work examines a framework separating ability, chance and willingness. This framework directs intervention toward the actual barrier present.

Behavioural Economics In Adherence

Research examines systematic departures from purely rational treatment decisions. Behavioural insights explain choices standard reasoning cannot.

Present Bias And Adherence

Doctoral study examines undervaluation of future health consequences. Present bias explains much of the shortfall in preventive treatment in preventive treatment.

Decision Making About Medicines

Research examines how people decide whether to take prescribed treatment. Decisions are reasoned even where clinicians consider them mistaken.

Risk Perception Research

Doctoral work examines how people perceive treatment risks and benefits. Perceived risk differs substantially from clinically estimated risk.

Side Effect Experience Research

Research examines experienced harms and their effect on continuation. Experienced side effects are a leading reason people stop treatment people stop treatment.

Side Effect Anticipation Research

Doctoral study examines expected harms influencing willingness to start. Anticipated effects deter starting even when they never occur when they never occur.

Regimen Complexity Research

Research examines how complicated treatment schedules affect their use. Complexity reduction is among the most reliable available interventions.

Dosing Frequency Research

Doctoral work examines how often treatment must be taken each day. Less frequent dosing is consistently associated with better continuation.

Formulation Preference Research

Research examines patient preferences between treatment forms and presentations. Preference accommodation improves both acceptance and continuation.

Long Acting Formulation Research

Doctoral study examines treatments requiring only infrequent administration. Long acting forms remove daily taking from the equation entirely.

Combined Product Research

Research examines several treatments provided within a single preparation. Combining products reduces the number of separate items required.

Deprescribing And Adherence

Doctoral work examines stopping treatments that no longer provide benefit. Reducing unnecessary treatment improves taking of what remains of what remains.

Polypharmacy And Adherence

Research examines treatment taking when many medicines are prescribed. Each additional medicine measurably reduces overall treatment taking.

Cost Related Non Adherence

Doctoral study examines treatment forgone because of what it costs. Charges at the point of supply measurably reduce treatment continuation.

Affordability Barrier Research

Research examines financial obstacles to obtaining prescribed treatment. Affordability barriers fall hardest on those with greatest need with greatest need.

Access Barrier Research

Doctoral work examines practical obstacles to obtaining prescribed treatment. Distance, opening hours and transport all constrain treatment access.

Supply Continuity Research

Research examines uninterrupted availability of prescribed treatment. Supply interruption causes gaps that are wrongly attributed to patients.

Medicine Shortage Effects

Doctoral study examines consequences when prescribed treatment is unavailable. Shortages force substitution that confuses and unsettles patients.

Stigma And Adherence

Research examines stigma affecting willingness to take visible treatment. Stigma is a substantial barrier for several treatment categories for several treatment categories.

Disclosure Concern Research

Doctoral work examines fear that treatment will reveal a diagnosis. Concealment concerns strongly shape when and where treatment is taken treatment is taken.

Trust In Clinicians Research

Research examines how trust in prescribers affects treatment taking. Trust is built through continuity and genuine two way discussion two way discussion.

Trust In Medicines Research

Doctoral study examines confidence in treatments and those producing them. Institutional distrust affects treatment taking across whole communities.

Communication Quality Research

Research examines conversations between prescribers and patients about treatment. Communication quality strongly predicts subsequent treatment taking.

Shared Decision Making Effects

Doctoral work examines joint treatment decisions and their consequences. Participation in the decision improves willingness to continue treatment.

Continuity Of Care Effects

Research examines seeing the same clinician over time. Continuity is associated with better treatment taking and fewer problems and fewer problems arising.

Family And Social Support

Doctoral study examines support from those around the person treated. Practical household support substantially assists sustained treatment taking.

Peer Support Research

Research examines support from others with the same health condition. Peer support addresses concerns clinicians frequently do not anticipate.

Cultural Belief Research

Doctoral work examines cultural understandings of illness and treatment. Cultural framing shapes whether treatment is considered appropriate.

Religious Practice And Adherence

Research examines religious observance interacting with treatment schedules. Fasting and observance periods disrupt established treatment routines.

Language Barrier Research

Doctoral study examines treatment taking where instructions are not understood. Language barriers produce errors that appear as non adherence.

Migration And Adherence

Research examines treatment continuity for people who have moved countries. Migration disrupts entitlement, records and established treatment supply.

Adherence Intervention Research

Doctoral work examines approaches intended to support treatment taking. Intervention effects are consistently smaller than commonly expected.

Intervention Taxonomy Research

Research examines classifying the many differing intervention approaches. Classification permits meaningful comparison across a fragmented literature.

Educational Intervention Research

Doctoral study examines information provision to support treatment taking. Information alone rarely changes behaviour without further support.

Counselling Intervention Research

Research examines structured conversations supporting treatment continuation. Counselling addresses concerns that information provision cannot.

Motivational Interviewing Research

Doctoral work examines a collaborative approach to exploring ambivalence. This approach respects autonomy while examining reasons for hesitation.

Behavioural Intervention Design

Research examines designing interventions grounded in behavioural science. Design quality determines whether interventions address real barriers.

Habit Based Intervention Research

Doctoral study examines helping treatment taking become automatic routine. Habit approaches reduce reliance on sustained conscious effort sustained conscious effort.

Reminder Intervention Research

Research examines prompts intended to reduce forgotten treatment. Reminders help unintentional missing and not deliberate stopping and not deliberate stopping.

Text Message Intervention

Doctoral work examines short message prompts supporting treatment taking. Messaging is inexpensive and reaches people without smartphones without smartphones.

Application Based Intervention

Research examines smartphone applications supporting treatment management. Very few available applications have any supporting evidence any supporting evidence.

Telephone Support Research

Doctoral study examines telephone contact supporting treatment continuation. Telephone support reaches people digital approaches entirely miss.

Pharmacist Led Intervention

Research examines pharmacists supporting patients with their treatment. Pharmacists see patients more frequently than any other clinician than any other clinician.

Nurse Led Intervention Research

Doctoral work examines nursing led support for treatment continuation. Nursing interventions combine clinical monitoring with practical support.

Community Health Worker Support

Research examines lay health workers supporting treatment in communities. Community workers reach people that clinical services never see services never see.

Peer Support Intervention

Doctoral study examines structured support from others with the condition. Peer credibility achieves engagement that professionals sometimes cannot.

Family Involvement Intervention

Research examines involving household members in supporting treatment. Family involvement must respect the autonomy of the person treated of the person treated.

Medication Review Intervention

Doctoral work examines structured review of a person complete treatment list. Review identifies unnecessary and problematic treatments directly.

Regimen Simplification Research

Research examines reducing the complexity of prescribed treatment schedules. Simplification is among the most consistently effective interventions.

Packaging Intervention Research

Doctoral study examines packaging designed to support correct treatment taking. Packaging design assists people managing many separate treatments.

Dose Administration Aid Research

Research examines organisers arranging treatment by day and time. These aids help some people and confuse others considerably and confuse others considerably.

Synchronised Dispensing Research

Doctoral work examines aligning supply of all treatments to one occasion. Synchronisation reduces the number of collection trips required collection trips required.

Home Delivery Intervention

Research examines treatment delivered directly to a person home. Delivery removes access barriers for people with limited mobility with limited mobility.

Financial Incentive Research

Doctoral study examines rewards offered for taking treatment as agreed. Incentive effects frequently fade once rewards are withdrawn once rewards are withdrawn.

Charge Reduction Research

Research examines removing or reducing what patients pay for treatment. Charge removal reliably improves treatment continuation rates treatment continuation rates.

Medicine Provision Research

Doctoral work examines supplying treatment without charge to patients. Free provision addresses affordability more directly than any counselling.

Digital Therapeutic Research

Research examines software based interventions supporting treatment taking. These products require the same evidence as any other treatment.

Wearable Supported Intervention

Doctoral study examines body worn devices supporting treatment routines. Wearable prompts integrate into daily life more readily than applications.

Learned Intervention Targeting

Research applies learned models to identify who most needs support. Targeting concentrates limited support where benefit is greatest where benefit is greatest.

Adaptive Intervention Design

Doctoral work examines interventions adjusting according to observed response. Adaptive designs escalate support only where it is required where it is required.

Just In Time Intervention Research

Research examines support delivered at moments of greatest need. Timely delivery requires accurate detection of vulnerable moments of vulnerable moments.

Personalised Intervention Research

Doctoral study examines support matched to individual circumstances and barriers. Matching addresses the actual barrier rather than assumed ones.

Tailoring Method Research

Research examines methods adapting intervention content to individuals. Tailoring quality determines whether personalisation achieves anything.

Multicomponent Intervention Research

Doctoral work examines interventions combining several supportive elements. Combined approaches perform better and resist clear attribution.

Intervention Fidelity Research

Research examines whether interventions are delivered as they were designed. Poor fidelity explains many apparently failed intervention trials.

Intervention Intensity Research

Doctoral study examines how much support is required to change behaviour. Brief interventions rarely produce any sustained measurable effect.

Engagement With Interventions

Research examines whether people actually use the support offered. Offered support achieves nothing where nobody engages with it where nobody engages with it.

Attrition From Interventions

Doctoral work examines people ceasing to participate in support programmes. Those leaving are frequently those needing support most needing support most.

Intervention Effect Durability

Research examines whether intervention benefits persist after support ends. Most measured effects fade rapidly once support is withdrawn support is withdrawn.

Economic Evaluation Of Interventions

Doctoral study examines whether adherence support justifies its resource use. Economic evidence determines whether services are actually funded.

Implementation Of Interventions

Research examines delivering adherence support within routine services. Effective interventions frequently fail when moved into routine practice.

Scalability Research

Doctoral work examines whether interventions work at population scale. Intensive approaches rarely survive expansion to whole populations to whole populations.

Intervention Equity Effects

Research examines whether support reaches those with greatest need. Interventions frequently benefit advantaged groups disproportionately groups disproportionately.

Unintended Consequence Research

Doctoral study examines harms arising from adherence support itself. Monitoring can damage trust and feel intrusive to patients and feel intrusive to patients.

Patient Acceptability Research

Research examines whether people find offered support acceptable. Unacceptable interventions are abandoned regardless of demonstrated effectiveness.

Clinician Acceptability Research

Doctoral work examines whether clinicians will actually deliver interventions. Clinician workload determines what support is realistically deliverable.

Cardiovascular Adherence Research

Research examines treatment taking for heart and circulatory conditions. Cardiovascular treatments are preventive and frequently discontinued early.

Hypertension Adherence Research

Doctoral study examines treatment taking for raised blood pressure. This condition is symptomless, which makes continuation genuinely difficult.

Lipid Treatment Adherence

Research examines continuation of treatments reducing cardiovascular risk. Continuation is poor despite very strong supporting trial evidence.

Anticoagulation Adherence Research

Doctoral work examines taking treatments that reduce blood clotting. Missed treatment carries immediate and very serious clinical risk very serious clinical risk.

Diabetes Adherence Research

Research examines treatment taking among people managing diabetes. Diabetes management demands sustained daily effort across many domains across many domains.

Insulin Adherence Research

Doctoral study examines injected treatment taking for blood sugar control. Injection burden and fear both substantially affect continuation.

Respiratory Adherence Research

Research examines treatment taking for lung and airway conditions. Preventive inhaled treatment is very frequently used inconsistently used inconsistently.

Inhaler Technique And Adherence

Doctoral work examines whether inhaled treatment is used correctly. Incorrect technique means treatment fails despite being taken despite being taken correctly.

Asthma Adherence Research

Research examines preventive treatment taking among people with asthma. Preventive treatment is frequently used only when symptoms appear only when symptoms appear.

Chronic Lung Disease Adherence

Doctoral study examines treatment taking in progressive lung conditions. Complex inhaled regimens are demanding for breathless older patients.

Mental Health Adherence Research

Research examines treatment taking within mental health care. Discussion of treatment choices requires particular care and genuine respect and genuine respect.

Antipsychotic Adherence Research

Doctoral work examines continuation of treatment for psychotic conditions. Side effect burden is substantial and warrants serious clinical attention.

Antidepressant Adherence Research

Research examines continuation of treatment for depressive conditions. Early discontinuation is common before any benefit becomes apparent any benefit becomes apparent.

Infectious Disease Adherence

Doctoral study examines treatment taking for infectious conditions. Incomplete treatment can promote resistance and treatment failure and treatment failure.

Antiretroviral Adherence Research

Research examines sustained treatment taking for long term viral infection. Sustained taking achieves suppression and prevents onward transmission.

Tuberculosis Treatment Adherence

Doctoral work examines completing prolonged treatment for tuberculosis. Treatment lasts many months and produces difficult side effects difficult side effects.

Antimicrobial Course Completion

Research examines whether prescribed antimicrobial courses are completed. Course length guidance itself is increasingly being reconsidered being reconsidered.

Cancer Treatment Adherence

Doctoral study examines treatment taking within cancer care pathways. Cancer treatments carry substantial burden alongside their benefit alongside their benefit.

Oral Anticancer Adherence

Research examines cancer treatments taken independently at home. Home taking removes the supervision infused treatment inherently provides treatment inherently provides.

Endocrine Therapy Adherence

Doctoral work examines prolonged hormonal treatment following cancer. Continuation is poor despite substantial survival benefit demonstrated.

Transplant Medication Adherence

Research examines treatment taking following organ transplantation. Missed treatment risks rejection and loss of the transplanted organ the transplanted organ.

Immune Suppressing Treatment Adherence

Doctoral study examines continuation of treatments suppressing immune function. These treatments carry heavy burden and demand precise taking.

Inflammatory Disease Adherence

Research examines treatment taking in long term inflammatory conditions. Fluctuating symptoms complicate sustained preventive treatment taking.

Neurological Adherence Research

Doctoral work examines treatment taking in neurological conditions. Cognitive and physical impairment both complicate independent treatment management.

Epilepsy Treatment Adherence

Research examines continuation of treatment preventing seizures. Missed treatment carries immediate risk of seizure and injury of seizure and injury occurring.

Pain Treatment Adherence

Doctoral study examines treatment taking for persistent pain conditions. Pain treatment taking is shaped by both relief and concern about dependence.

Bone Health Treatment Adherence

Research examines continuation of treatments reducing fracture risk. Continuation is very poor for a symptomless preventive treatment symptomless preventive treatment.

Preventive Treatment Adherence

Doctoral work examines treatment taken to prevent future health events. Preventive treatment offers no perceptible immediate benefit no perceptible immediate benefit.

Symptomless Condition Adherence

Research examines treatment taking where the condition causes no symptoms. Absence of symptoms removes the strongest natural reminder available.

Paediatric Adherence Research

Doctoral study examines treatment taking among children and their families. Responsibility shifts gradually between caregiver and growing child.

Adolescent Adherence Research

Research examines treatment taking during adolescence and young adulthood. Adherence characteristically declines during this developmental period.

Pregnancy And Adherence

Doctoral work examines treatment taking during and around pregnancy. Concern about fetal harm leads many women to stop needed treatment stop needed treatment.

Older Adult Adherence Research

Research examines treatment taking among older people with several conditions. Multiple treatments and physical limitations reinforce one another badly.

End Of Life Medication Research

Doctoral study examines treatment decisions in advanced terminal illness. Stopping preventive treatment is frequently appropriate and rarely discussed.

Multimorbidity Adherence Research

Research examines treatment taking when several conditions coexist. Treatment burden accumulates and can become genuinely unmanageable genuinely unmanageable.

Adherence Outcome Research

Doctoral work examines consequences of treatment taking for health outcomes. Outcome evidence justifies investment in adherence support in adherence support.

Clinical Outcome Association

Research examines relationships between treatment taking and clinical results. Associations are strong yet frequently confounded by other factors.

Healthy Adherer Effect Research

Doctoral study examines adherent people differing systematically in other respects. This effect inflates apparent benefits of treatment taking.

Causal Inference In Adherence

Research examines separating causal effects from mere association. Adherence research routinely presents association as though causal as though it were causal.

Confounding In Adherence Studies

Doctoral work examines factors distorting observed adherence outcome relationships. Confounding is pervasive and inconsistently addressed in analysis.

Economic Consequence Research

Research examines resource consequences of treatment not being taken. Avoidable admissions represent a substantial and preventable expense and preventable expense.

Hospitalisation Association Research

Doctoral study examines admissions associated with missed treatment. Many admissions are attributed to treatment related problems treatment related problems.

Mortality Association Research

Research examines survival differences associated with treatment taking. Observed differences require careful adjustment for confounding factors.

Adherence And Resistance Research

Doctoral work examines incomplete treatment contributing to resistance. Resistance consequences extend well beyond the individual treated the individual treated.

Health System Intervention Research

Research examines system level changes supporting treatment continuation. System change addresses barriers individual support cannot remove.

Policy Effect Research

Doctoral study examines how health policy influences treatment taking. Charging and coverage policy affect adherence more than counselling more than counselling does.

Prescribing System Effects

Research examines how prescribing arrangements influence treatment continuation. Repeat prescribing design determines whether supply lapses occur.

Pharmacy System Research

Doctoral work examines pharmacy arrangements affecting treatment supply. Pharmacy accessibility strongly determines whether treatment is collected.

Predictive Modelling Research

Research examines models identifying who will struggle with treatment. Prediction directs support toward those at genuine risk at genuine risk.

Model Fairness In Adherence

Doctoral study examines whether prediction models treat groups equitably. Models can encode judgements that stigmatise disadvantaged groups.

Explainability For Clinicians

Research examines making adherence predictions interpretable to clinicians. Opaque predictions cannot support a constructive patient conversation.

Ethics Of Adherence Monitoring

Doctoral work examines ethical questions raised by monitoring treatment taking. Monitoring can shade into surveillance of legitimate personal choice.

Autonomy And Adherence Research

Research examines respecting informed decisions not to take treatment. Declining treatment can be an entirely reasonable considered choice considered choice indeed.

Equity In Adherence Research

Doctoral study examines unequal treatment taking between population groups. Differences largely reflect unequal circumstances rather than motivation.

Implementation Science In Adherence

Research examines why effective adherence practices are not widely adopted. Implementation, not evidence generation, is where most benefit is lost.