{"id":"W4391543824","doi":"10.1016/j.jchf.2023.11.020","title":"Electronic Health Record Alerts for Heart Failure","year":2024,"lang":"en","type":"letter","venue":"JACC Heart Failure","topic":"Electronic Health Records Systems","field":"Health Professions","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of British Columbia; University of British Columbia Hospital","funders":"","keywords":"Heart failure; Electronic health record; Health records; Medicine; Medical emergency; Computer science; Cardiology; Health care; Political science; Law","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":[0.004848497,0.0009846166,0.001148242,0.002578282,0.008141156,0.00675651,0.002341686,0.0814059,0.057582],"category_scores_gemma":[0.02856825,0.001194492,0.002021718,0.001455733,0.002120145,0.003012779,0.00330209,0.02810073,0.03698021],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006313503,"about_ca_system_score_gemma":0.01104567,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0275026,"about_ca_topic_score_gemma":0.06462552,"domain_scores_codex":[0.9938849,0.00112087,0.0008629846,0.0005903444,0.002069176,0.001471751],"domain_scores_gemma":[0.9752019,0.01193853,0.001772477,0.0008546704,0.004084727,0.006147717],"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":[0.00003720683,0.0000628846,0.001260577,0.00002983976,0.00001311212,0.001002188,0.00008899088,0.00003246791,0.0002269073,0.00128614,0.9886818,0.007277905],"study_design_scores_gemma":[0.0002792475,0.0001173915,0.00869086,0.0006202164,0.00006730821,0.001161822,0.0005602613,0.001043705,0.0003775837,0.004493874,0.9825001,0.00008742636],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.001273787,0.0003753393,0.0002618187,0.9251849,0.01718332,0.0001128145,0.0005602345,0.0002191317,0.05482861],"genre_scores_gemma":[0.00374761,0.0003573882,0.0003735467,0.9134305,0.02403202,0.00009370584,0.000217578,0.00006834,0.05767915],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.0814059,"threshold_uncertainty_score":0.192631,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03895164042321204,"score_gpt":0.3942722937966408,"score_spread":0.3553206533734288,"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."}}