{"id":"W3191558428","doi":"10.1093/jamiaopen/ooab050","title":"Smart About Meds (SAM): a pilot randomized controlled trial of a mobile application to improve medication adherence following hospital discharge","year":2021,"lang":"en","type":"article","venue":"JAMIA Open","topic":"Medication Adherence and Compliance","field":"Medicine","cited_by":17,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University Health Centre; University of Toronto; McGill University","funders":"Ministère de l'Économie, de la Science et de l'Innovation - Québec","keywords":"Medicine; Randomized controlled trial; Pharmacy; Emergency medicine; Randomization; Emergency department; Adverse effect; Intervention (counseling); Hospital discharge; Physical therapy; Internal medicine; Family medicine; Nursing","routes":{"ca_aff":true,"ca_fund":true,"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":[0.001870079,0.0001977078,0.00163373,0.00007539374,0.0000802159,0.00005701125,0.0004484655,0.00009509775,0.0006555729],"category_scores_gemma":[0.002269648,0.0001516657,0.0003340541,0.0003913841,0.00007947398,0.0001764098,0.0001770375,0.0001840609,0.0003381982],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006365191,"about_ca_system_score_gemma":0.0007545571,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002030768,"about_ca_topic_score_gemma":0.00001076609,"domain_scores_codex":[0.997257,0.0002605555,0.0010771,0.0005182286,0.0006442194,0.0002429082],"domain_scores_gemma":[0.9976283,0.0004330366,0.0005510895,0.0007814008,0.0003317899,0.0002744224],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"randomized_trial","study_design_gemma":"randomized_trial","study_design_scores_codex":[0.9206058,0.002043598,0.000438546,0.0001460782,0.0006634884,0.00001167946,0.0009834743,0.000001946243,0.04379094,0.002457969,0.006418341,0.02243814],"study_design_scores_gemma":[0.9857982,0.001524283,0.0005527033,0.0003587308,0.0003831675,0.000003144953,0.0003478942,0.000844061,0.00472279,0.0003601923,0.00490948,0.0001953225],"study_design_candidate":"randomized_trial","study_design_consensus":"randomized_trial","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8644223,0.0009244443,0.03356963,0.008527888,0.00332948,0.05525977,0.00002775557,0.0001234401,0.03381533],"genre_scores_gemma":[0.9595775,0.0001047249,0.002011078,0.0009509478,0.0002294824,0.02243003,0.0001250033,0.00002230761,0.01454891],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.09515525,"threshold_uncertainty_score":0.7178063,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0171226190008465,"score_gpt":0.3304506051629214,"score_spread":0.3133279861620749,"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."}}