{"id":"W4399024825","doi":"10.1016/j.jacadv.2024.100988","title":"The HEARTRISK6 Scale","year":2024,"lang":"en","type":"article","venue":"JACC Advances","topic":"Heart Failure Treatment and Management","field":"Medicine","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; University of Alberta; Lawson Health Research Institute; Western University; Schwartz/Reisman Emergency Medicine Institute; London Health Sciences Centre; University of Calgary; Ottawa Hospital; University of Ottawa","funders":"Canadian Institutes of Health Research; Heart and Stroke Foundation of Canada; Ottawa Hospital Research Institute","keywords":"Scale (ratio); Geography; Cartography","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0000987883,0.00006119634,0.0000765914,0.00002640044,0.00009889629,0.00004633715,0.00002758662,0.00001482624,0.00008169159],"category_scores_gemma":[0.0000127383,0.00003122957,0.00005393418,0.0001170185,0.00003733242,0.0000950592,0.00001791039,0.0000625585,0.0005227608],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002321824,"about_ca_system_score_gemma":0.00002078538,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000004534772,"about_ca_topic_score_gemma":0.00003078505,"domain_scores_codex":[0.999522,0.000009580447,0.00008171325,0.0001231276,0.0001233462,0.0001402701],"domain_scores_gemma":[0.9997182,0.00007852886,0.000006673063,0.0001392268,0.00001198928,0.00004530561],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00007146132,0.00005155224,0.001746675,0.0001128742,0.00008785862,0.000125757,0.0001882369,0.000003317261,0.0003830069,0.003512946,0.1469387,0.8467776],"study_design_scores_gemma":[0.0001440299,0.0001041742,0.0007701633,0.00005075544,0.00003799922,0.00001643634,0.000137475,0.000119583,0.0003855346,0.0009552367,0.9972425,0.00003617689],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.1474763,0.2506253,0.003658412,0.3637641,0.004823818,0.002556242,0.00001012932,0.001815828,0.2252698],"genre_scores_gemma":[0.8353594,0.01149387,0.008731962,0.001073062,0.001150652,0.000167489,0.00001430843,0.00004033966,0.1419689],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8503037,"threshold_uncertainty_score":0.6719207,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009554187103636626,"score_gpt":0.3094839131800335,"score_spread":0.2999297260763969,"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."}}