{"id":"W4307483132","doi":"10.1016/j.ahj.2022.10.083","title":"Disagreement between pharmacy claims and direct interview to identify patients with non-adherence to chronic cardiometabolic medications","year":2022,"lang":"en","type":"article","venue":"American Heart Journal","topic":"Medication Adherence and Compliance","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto; Western University","funders":"National Institutes of Health; Moderna; National Heart, Lung, and Blood Institute; Brigham and Women's Hospital; Genentech; Amgen","keywords":"Medicine; Pharmacy; Medication adherence; Intensive care medicine; MEDLINE; Family medicine; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.04137672,0.0004011728,0.001019527,0.003143915,0.001813528,0.002397781,0.001419443,0.001775555,0.003314249],"category_scores_gemma":[0.1615489,0.0005321468,0.001117717,0.001802201,0.0006924543,0.001391747,0.00367025,0.001698397,0.0007395966],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001432815,"about_ca_system_score_gemma":0.001583903,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009254083,"about_ca_topic_score_gemma":0.007449966,"domain_scores_codex":[0.9402458,0.03753427,0.01024606,0.003018545,0.006223298,0.002731935],"domain_scores_gemma":[0.8541964,0.1087568,0.01616057,0.004512869,0.01490245,0.001470895],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001079235,0.0002393291,0.9726728,0.0003391278,0.0002445679,0.0003258308,0.00853421,0.0002037589,0.0004984445,0.0003097822,0.002433373,0.01311958],"study_design_scores_gemma":[0.0001502604,0.000482525,0.9665598,0.0006344317,0.000237715,0.001545885,0.01643455,0.005260108,0.00144601,0.0008478647,0.006330555,0.00007020192],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9815388,0.0007208608,0.002407397,0.001807996,0.0001268347,0.000570339,0.002652644,0.00004131362,0.0101338],"genre_scores_gemma":[0.9955457,0.000150523,0.00156028,0.0006936701,0.00004800971,0.0003194398,0.001080667,0.00001048929,0.0005911195],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04137672,"threshold_uncertainty_score":0.2188237,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05699547229210532,"score_gpt":0.3995360096460381,"score_spread":0.3425405373539328,"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."}}