{"id":"W2162583913","doi":"10.12927/hcq..16941","title":"Concordance, Compliance and Adherence in Healthcare: Closing Gaps and Improving Outcomes","year":2005,"lang":"en","type":"review","venue":"Healthcare Quarterly","topic":"Medication Adherence and Compliance","field":"Medicine","cited_by":86,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"","keywords":"Medicine; Best practice; Health care; Psychological intervention; Medical prescription; Accountability; Quality management; Intensive care medicine; Family medicine; Nursing; Business","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0004633423,0.0006084859,0.002654176,0.00028399,0.0001550457,0.00006445892,0.0002037501,0.0004421052,0.00004207206],"category_scores_gemma":[0.00006572595,0.0005263971,0.0001506342,0.0004425881,0.0002137792,0.0001629407,0.00003771686,0.001250978,0.0001588403],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002791887,"about_ca_system_score_gemma":0.001309945,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001766403,"about_ca_topic_score_gemma":0.0006599025,"domain_scores_codex":[0.9961345,0.0002933771,0.001413952,0.001030473,0.0004081682,0.0007194937],"domain_scores_gemma":[0.9975497,0.0002747593,0.0006902293,0.0006928564,0.0001503891,0.0006420725],"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":[0.00001461947,0.00003728888,0.002864883,0.04338484,0.00001849116,0.00005334765,0.0002065385,2.615817e-9,2.817011e-7,0.0004769237,0.0001849937,0.9527578],"study_design_scores_gemma":[0.001681235,0.001813478,0.01012474,0.08622229,0.0001919598,0.001021638,0.000436968,0.00005786451,1.447683e-7,0.000263554,0.8973462,0.0008399356],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0003183542,0.9899673,0.00004783501,0.007038731,0.0003119518,0.001994267,0.000042448,0.0000941809,0.0001848671],"genre_scores_gemma":[0.003698789,0.9905589,0.001428088,0.002777653,0.0002741406,0.0003733428,0.00007072377,0.00006533964,0.0007530689],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9519179,"threshold_uncertainty_score":0.9997188,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1228620107573461,"score_gpt":0.4275281609154744,"score_spread":0.3046661501581284,"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."}}