{"id":"W4400262137","doi":"10.1136/bmjoq-2024-002753","title":"Randomised pilot study comparing a coach to SMARTPhone reminders to aid the management of heart failure (HF) patients: humans or machines","year":2024,"lang":"en","type":"article","venue":"BMJ Open Quality","topic":"Heart Failure Treatment and Management","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia; Western University","funders":"Academic Medical Organization of Southwestern Ontario","keywords":"Medicine; Intervention (counseling); Heart failure; Ambulatory; Physical therapy; Psychological intervention; Modalities; Randomized controlled trial; Disease management; Disease; Nursing; Internal medicine","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.006127054,0.002101298,0.003290751,0.0009871202,0.001089702,0.001152786,0.001365693,0.003990816,0.01732256],"category_scores_gemma":[0.007429776,0.001261813,0.002224789,0.0008011482,0.002374668,0.001745127,0.001120101,0.002732958,0.002006975],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007551523,"about_ca_system_score_gemma":0.002223557,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001915586,"about_ca_topic_score_gemma":0.002058578,"domain_scores_codex":[0.996445,0.002224243,0.0003296106,0.0004064213,0.0001840288,0.0004107328],"domain_scores_gemma":[0.9935246,0.003087868,0.000658284,0.0007323418,0.000573289,0.001423673],"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":[0.892053,0.0943877,0.0004468123,0.0006848979,0.0004312384,0.00007125351,0.0001464437,0.0001771482,0.001878458,0.0001183837,0.0005578941,0.009046799],"study_design_scores_gemma":[0.5718485,0.4258319,0.001139284,0.00002190993,0.0001908732,0.00001338587,0.00004931842,0.000117008,0.0002116146,0.000119503,0.0004403249,0.00001635625],"study_design_candidate":"randomized_trial","study_design_consensus":"randomized_trial","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9192954,0.001166697,0.002418324,0.00088526,0.00211888,0.06956442,0.001706959,0.0001708063,0.002673251],"genre_scores_gemma":[0.8959729,0.001290856,0.008017107,0.001857734,0.001332894,0.08506159,0.0009726392,0.0000342212,0.005460134],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01732256,"threshold_uncertainty_score":0.05794978,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1518035430405912,"score_gpt":0.4421306625755262,"score_spread":0.290327119534935,"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."}}