{"id":"W2107264775","doi":"10.1016/j.clinthera.2009.02.021","title":"A framework for planning and critiquing medication compliance and persistence research using prospective study designs","year":2009,"lang":"en","type":"review","venue":"Clinical Therapeutics","topic":"Medication Adherence and Compliance","field":"Medicine","cited_by":40,"is_retracted":false,"has_abstract":false,"ca_institutions":"Acadia University; Western University","funders":"","keywords":"Checklist; Medicine; CINAHL; MEDLINE; Research design; Clinical study design; Persistence (discontinuity); Prospective cohort study; Health care; Family medicine; Clinical trial; Psychological intervention; Nursing; Psychology; Surgery","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[{"model":"gemma","categories":[],"domain":null,"study_design":"not_applicable","genre":"methods","about_ca_system":false,"about_ca_topic":false,"confidence":"low","status":"direct model label, unvalidated"},{"model":"gpt","categories":[],"domain":null,"study_design":"theoretical_or_conceptual","genre":"methods","about_ca_system":false,"about_ca_topic":false,"confidence":"medium","status":"direct model label, unvalidated"}],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003131493,0.0002715924,0.001436384,0.000120491,0.0003126354,0.00006417641,0.0002222885,0.0004500318,0.00001337099],"category_scores_gemma":[0.001435503,0.000218823,0.0001591055,0.0003441126,0.0005680234,0.00005195181,0.00007010229,0.001437265,0.000009396646],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009085665,"about_ca_system_score_gemma":0.0004559384,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000001142285,"about_ca_topic_score_gemma":1.688547e-7,"domain_scores_codex":[0.9969426,0.0005489672,0.0009397636,0.0007649777,0.0004493214,0.0003543089],"domain_scores_gemma":[0.9944906,0.003998425,0.0003649704,0.0005059911,0.0003875542,0.0002524336],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00008524575,0.0004269738,0.002407571,0.003986337,0.0002821227,0.0000114251,0.0005328565,7.049101e-8,6.267759e-7,0.0006403843,0.00005386431,0.9915725],"study_design_scores_gemma":[0.003973417,0.00993959,0.007819979,0.1923874,0.006981487,0.0003459422,0.007537724,0.004195399,0.000001463228,0.02506373,0.7404557,0.001298114],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0002567445,0.9669955,0.02841751,0.0003100226,0.0001355613,0.003721942,0.000005704456,0.0000386161,0.0001184429],"genre_scores_gemma":[0.00157778,0.9668417,0.03002148,0.0006219059,0.000497391,0.0002328907,0.00001036779,0.00003953822,0.0001569362],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9902744,"threshold_uncertainty_score":0.8923344,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.9158002955140738,"score_gpt":0.6840258787490402,"score_spread":0.2317744167650336,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}