{"id":"W3188955723","doi":"10.1111/1475-6773.13714","title":"Comparison of measures of medication adherence from pharmacy dispensing and insurer claims data","year":2021,"lang":"en","type":"article","venue":"Health Services Research","topic":"Medication Adherence and Compliance","field":"Medicine","cited_by":12,"is_retracted":false,"has_abstract":true,"ca_institutions":"Institute for Work & Health; University of Toronto; University Health Network","funders":"National Heart, Lung, and Blood Institute; National Heart and Lung Institute","keywords":"Pharmacy; Medication adherence; Medicine; MEDLINE; Family medicine; Actuarial science; Business; Internal medicine","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":[0.001264006,0.00007202932,0.0003827233,0.00008632786,0.00009154417,0.00001137609,0.0003105154,0.00004473076,0.0006920333],"category_scores_gemma":[0.0001178755,0.00006357788,0.00001434026,0.0004637619,0.0001684441,0.000114465,0.0002537081,0.0003419086,0.00005727378],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000265819,"about_ca_system_score_gemma":0.001057848,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004175506,"about_ca_topic_score_gemma":0.00100819,"domain_scores_codex":[0.9974176,0.0003267881,0.0005372037,0.0003551412,0.001129873,0.0002334349],"domain_scores_gemma":[0.997579,0.0003045895,0.0002912051,0.0008420994,0.000717096,0.0002660394],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002559158,0.0005061934,0.8272882,0.004093368,0.00007000366,0.000006035441,0.004570064,6.681619e-7,0.02351548,0.0001338943,0.004995442,0.1345648],"study_design_scores_gemma":[0.00235321,0.0002726987,0.9109784,0.00438994,0.00003780009,0.00001176318,0.01034509,0.01911101,0.02635249,0.0004422977,0.02558399,0.0001212512],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9777913,0.01436757,0.000293295,0.006008512,0.00009386148,0.0003966209,0.00006483506,0.00001493197,0.0009690516],"genre_scores_gemma":[0.9932373,0.00402206,0.001524729,0.0005736856,0.00007372411,0.000008374985,0.0004175676,0.000007913292,0.0001347056],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1344436,"threshold_uncertainty_score":0.7577279,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.5563197592253727,"score_gpt":0.5951627467447318,"score_spread":0.03884298751935911,"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."}}