{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts","research_integrity","insufficient_payload"],"consensus_categories":["metaepi_narrow","research_integrity","insufficient_payload"],"category_scores_codex":[0.005406154,0.001777772,0.003765367,0.001035833,0.002359769,0.000155774,0.001095455,0.006203173,0.001982011],"category_scores_gemma":[0.0005219648,0.001662934,0.001253875,0.001197925,0.0001265915,0.0003218089,0.0003429376,0.02345615,0.00986277],"about_ca_system_candidate":true,"about_ca_system_consensus":true,"about_ca_system_score_codex":0.006724097,"about_ca_system_score_gemma":0.02312813,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00371156,"about_ca_topic_score_gemma":0.01776098,"domain_scores_codex":[0.9789569,0.003795986,0.003882238,0.002941654,0.001421659,0.009001592],"domain_scores_gemma":[0.9912992,0.003251143,0.00124607,0.00257178,0.0006834638,0.0009484062],"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":[0.00005042059,0.00003827607,0.000574847,0.01601001,0.0002199295,0.00002213074,0.0006030551,6.269925e-7,0.00002675364,0.0003980201,0.9810669,0.0009890421],"study_design_scores_gemma":[0.001181634,0.001255236,0.00003722596,0.0046173,0.0001113714,0.0001182755,0.0004386864,0.00007095457,0.000007823346,0.001866251,0.9889808,0.001314455],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.0002171531,0.005938534,0.0004563315,0.9671475,0.009233076,0.01406244,0.0007785848,0.001571032,0.0005954006],"genre_scores_gemma":[0.0004106311,0.0002879711,0.005515426,0.8768329,0.04325788,0.008102313,0.002125364,0.001095742,0.06237176],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.09031454,"threshold_uncertainty_score":0.9994968,"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."}}