{"id":"W4280506873","doi":"10.1016/j.cardfail.2022.04.012","title":"A Call to Move From Point-in-Time Toward Comprehensive Dynamic Risk Prediction in Critically Ill Patients With Heart Failure","year":2022,"lang":"en","type":"letter","venue":"Journal of Cardiac Failure","topic":"Heart Failure Treatment and Management","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"Canadian VIGOUR Centre; University of Alberta","funders":"","keywords":"Medicine; Critically ill; Heart failure; Intensive care medicine; Cardiology","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":[0.008467798,0.0008027151,0.002693161,0.00118067,0.004406602,0.006529895,0.002611682,0.04766193,0.009147627],"category_scores_gemma":[0.06738854,0.001018054,0.00207208,0.0008530116,0.004320015,0.008974362,0.004560356,0.06403293,0.005486511],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005708829,"about_ca_system_score_gemma":0.01177855,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00885491,"about_ca_topic_score_gemma":0.01538539,"domain_scores_codex":[0.9905425,0.003785947,0.001653839,0.0008237584,0.002229782,0.0009642424],"domain_scores_gemma":[0.9535627,0.02291231,0.001674401,0.001430737,0.008152426,0.01226743],"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":[0.0001102225,0.000188213,0.002813856,0.00009751027,0.00005125167,0.002486198,0.0003595868,0.000333587,0.0002337359,0.003644435,0.9566714,0.03301018],"study_design_scores_gemma":[0.0008274891,0.0004023321,0.009199155,0.002867476,0.0001650378,0.005555226,0.002573923,0.005156604,0.0003634518,0.05177716,0.920718,0.0003941329],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.0002533693,0.0003914718,0.0002462865,0.9923952,0.005538118,0.000009293566,0.00001738988,0.00002361082,0.001125163],"genre_scores_gemma":[0.005415252,0.0008994898,0.001459738,0.9525129,0.0376859,0.00006217667,0.00003293762,0.00003470078,0.001896899],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.04766193,"threshold_uncertainty_score":0.04478252,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005340004114334098,"score_gpt":0.225296711815391,"score_spread":0.2199567077010569,"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."}}