{"id":"W4412551702","doi":"10.3389/fphar.2025.1567967","title":"Healthcare provider interventions to support medication adherence: state-of-the-science overview","year":2025,"lang":"en","type":"review","venue":"Frontiers in Pharmacology","topic":"Medication Adherence and Compliance","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Institute for Clinical Evaluative Sciences; SickKids Foundation; Hospital for Sick Children; University of Toronto; Ottawa Hospital","funders":"","keywords":"Psychological intervention; Medicine; Health care; MEDLINE; Nursing; Family 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":[0.03611222,0.002100908,0.005790276,0.007897852,0.001296977,0.006979411,0.004011028,0.007402969,0.009790697],"category_scores_gemma":[0.119758,0.001864563,0.005623998,0.007400117,0.00328926,0.006634988,0.004101312,0.00849254,0.001519873],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00771108,"about_ca_system_score_gemma":0.01909955,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009678321,"about_ca_topic_score_gemma":0.01083066,"domain_scores_codex":[0.9806339,0.008318702,0.004534631,0.002053433,0.003781496,0.000677907],"domain_scores_gemma":[0.7455844,0.232052,0.008868619,0.002909044,0.009060824,0.00152509],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"systematic_review","study_design_scores_codex":[0.0004111422,0.0004439124,0.001286084,0.2180705,0.002037024,0.00005078985,0.0005641197,0.0008363399,0.0001454248,0.01554755,0.007883535,0.7527237],"study_design_scores_gemma":[0.0004272128,0.000986352,0.005097296,0.7453727,0.008537479,0.0003042624,0.0007264452,0.001486643,0.0005100645,0.02353553,0.2128686,0.0001473749],"study_design_candidate":"systematic_review","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0002931808,0.9910045,0.0009707694,0.005441518,0.0003210177,0.0001766397,0.00009160904,0.00002420514,0.00167664],"genre_scores_gemma":[0.008100032,0.9830177,0.003546943,0.003673247,0.0008477378,0.0005245177,0.0001498811,0.00001655539,0.0001234162],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.03611222,"threshold_uncertainty_score":0.1909819,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1290516362264783,"score_gpt":0.4841774749674739,"score_spread":0.3551258387409957,"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."}}