{"id":"W4390117784","doi":"10.2196/48971","title":"Formative Perceptions of a Digital Pill System to Measure Adherence to Heart Failure Pharmacotherapy: Mixed Methods Study","year":2023,"lang":"en","type":"article","venue":"JMIR Cardio","topic":"Medication Adherence and Compliance","field":"Medicine","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"National Institute on Drug Abuse; Brigham and Women's Hospital","keywords":"Pharmacotherapy; Medicine; Context (archaeology); Pill; Qualitative research; Thematic analysis; Intensive care medicine; Pharmacy; MEDLINE; Family medicine; Emergency medicine; Nursing","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0005779313,0.0001607106,0.0005070108,0.0001977558,0.00007170014,0.00002685512,0.0001719394,0.00004911504,0.0001608488],"category_scores_gemma":[0.00009110926,0.0001345323,0.0001744574,0.00110944,0.00002855259,0.0001227456,0.00006477498,0.0001517418,0.002610787],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000860566,"about_ca_system_score_gemma":0.000111724,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001279297,"about_ca_topic_score_gemma":0.000002744516,"domain_scores_codex":[0.9983826,0.0001834987,0.0003543484,0.0002952196,0.0005385904,0.0002457614],"domain_scores_gemma":[0.9987572,0.00007449673,0.00006851222,0.0004633591,0.0003160925,0.0003203739],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"observational","study_design_scores_codex":[0.0006283189,0.0007764721,0.07902694,0.0008730341,0.001055998,0.00004427882,0.05139651,0.0001334438,0.1024956,0.00010342,0.6628326,0.1006334],"study_design_scores_gemma":[0.006301031,0.006324299,0.5082259,0.001950798,0.0004004125,0.0001689463,0.3020374,0.0006518471,0.006053554,0.00002932392,0.1669235,0.0009330896],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9772996,0.00004195797,0.01243678,0.001809717,0.0003483568,0.003757924,0.00007504821,0.0003431139,0.003887508],"genre_scores_gemma":[0.9935181,0.000001825391,0.002607559,0.0003402341,0.0001313677,0.001303284,0.0000111085,0.00002142271,0.002065091],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4959091,"threshold_uncertainty_score":0.9981658,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06838523355416683,"score_gpt":0.4243273748696659,"score_spread":0.3559421413154991,"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."}}