{"id":"W4405436620","doi":"10.1016/j.cardfail.2024.11.012","title":"Where's the Remote? Failure to Report Clinical Workflows in Heart Failure Remote Monitoring Studies","year":2024,"lang":"en","type":"article","venue":"Journal of Cardiac Failure","topic":"Heart Failure Treatment and Management","field":"Medicine","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"Cleveland Clinic; AstraZeneca","keywords":"Medicine; Heart failure; Workflow; Cardiology; Medical emergency; Intensive care medicine; Database","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.004086439,0.0004435416,0.001501576,0.0005105538,0.0001313841,0.000187538,0.0002509795,0.0002793515,0.00004190775],"category_scores_gemma":[0.0008758804,0.0002717667,0.001235685,0.001032816,0.000110396,0.0003274112,0.0001949866,0.001575831,0.0001380519],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004081904,"about_ca_system_score_gemma":0.0003803739,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003834937,"about_ca_topic_score_gemma":0.0001708785,"domain_scores_codex":[0.9955938,0.0003816922,0.001745342,0.0005425019,0.001131597,0.0006050137],"domain_scores_gemma":[0.9974326,0.0005730339,0.0002679754,0.0008061039,0.0004882369,0.0004319828],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002357896,0.00009575128,0.03807727,0.0003856634,0.002518361,0.006429616,0.00157724,0.00009037577,0.000715232,0.00005157639,0.9004267,0.04939638],"study_design_scores_gemma":[0.0007430539,0.0005285025,0.01130149,0.003943602,0.0007991465,0.001442411,0.004373065,0.00002670608,0.0002135265,0.000143828,0.9762335,0.0002510984],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.3182778,0.03409818,0.0003703227,0.6377105,0.007029039,0.001815805,0.000006075719,0.0001783988,0.0005138877],"genre_scores_gemma":[0.7865253,0.006212198,0.1823055,0.001342955,0.01526248,0.00001828374,0.000009064001,0.00022304,0.008101181],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.6363676,"threshold_uncertainty_score":0.9999735,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04566786531345393,"score_gpt":0.3796669448196529,"score_spread":0.333999079506199,"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."}}