{"id":"W193661564","doi":"","title":"Compliance assessment in drug trials: has there been improvement in two decades?","year":2005,"lang":"en","type":"article","venue":"PubMed","topic":"Medication Adherence and Compliance","field":"Medicine","cited_by":18,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University; Children's Hospital of Western Ontario","funders":"","keywords":"Medicine; Compliance (psychology); Clinical trial; Drug; Drug trial; Pill; Intensive care medicine; Drug compliance; Conformity assessment; Clinical Practice; Patient compliance; Emergency medicine; Physical therapy; Internal medicine; Pharmacology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002148276,0.0001441365,0.0004763822,0.0001297722,0.00003146767,0.00003087151,0.0001899894,0.00003992478,0.0005020166],"category_scores_gemma":[0.0002180015,0.0001202953,0.00006460429,0.0003015934,0.000058145,0.0001090572,0.00003896161,0.0003379786,0.0001902217],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003330325,"about_ca_system_score_gemma":0.0001575602,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002981319,"about_ca_topic_score_gemma":0.000560625,"domain_scores_codex":[0.9980585,0.0001307556,0.0007004979,0.0003274908,0.0003636253,0.0004191574],"domain_scores_gemma":[0.9990937,0.0001382201,0.000195503,0.0003487628,0.00004263828,0.0001811924],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0001087781,0.0005159169,0.08348172,0.00006572787,0.00002778599,0.00002034398,0.0002028868,0.00002398817,0.0003100184,0.0005639241,0.005974214,0.9087047],"study_design_scores_gemma":[0.005950017,0.00002641403,0.9395384,0.0001754454,0.00002026565,0.00000447316,0.0002995944,0.0008378124,0.001126538,0.0003997869,0.05146521,0.0001560644],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.905972,0.001513567,0.0005617792,0.04258997,0.000281778,0.004504228,0.000007550062,0.00008312242,0.04448603],"genre_scores_gemma":[0.9865667,0.0001291412,0.001139365,0.002542581,0.0002433842,0.003821191,0.00001276643,0.00001338305,0.005531442],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9085487,"threshold_uncertainty_score":0.549673,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1910209003059302,"score_gpt":0.404718977183787,"score_spread":0.2136980768778567,"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."}}