{"id":"W3048413376","doi":"10.1016/j.ijcard.2020.08.039","title":"Risk prediction models for heart failure admissions in adults with congenital heart disease","year":2020,"lang":"en","type":"article","venue":"International Journal of Cardiology","topic":"Congenital Heart Disease Studies","field":"Medicine","cited_by":28,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Alberta Hospital; University Health Network; University of Toronto; Toronto General Hospital; Alberta Hospital Edmonton; University of British Columbia; Montreal Heart Institute; St. Paul's Hospital; Université de Montréal; Université Laval; University of Ottawa; McGill University Health Centre; McGill University","funders":"Canadian Institutes of Health Research; Fédération Française de Cardiologie; Health Research","keywords":"Medicine; Internal medicine; Heart failure; Diabetes mellitus; Odds ratio; Cohort; Population; Framingham Risk Score; Retrospective cohort study; Kidney disease; Coronary artery disease; Cardiology; Disease","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.007172157,0.001232806,0.001347599,0.001810202,0.0005952785,0.00213358,0.001583356,0.001503713,0.004053083],"category_scores_gemma":[0.01860103,0.0005224591,0.002449481,0.0008962896,0.0002744591,0.001037765,0.0009161788,0.002859103,0.0008632463],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009331346,"about_ca_system_score_gemma":0.001443575,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02448887,"about_ca_topic_score_gemma":0.01660021,"domain_scores_codex":[0.9984226,0.0008048685,0.0001331284,0.0002715697,0.0001440902,0.0002236105],"domain_scores_gemma":[0.981006,0.01510728,0.001175817,0.0005807212,0.001227167,0.0009029924],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002132826,0.0008710615,0.9210116,0.0001225997,0.0016244,0.0002110634,0.0002167377,0.04544335,0.0001566665,0.001379633,0.005087439,0.02174254],"study_design_scores_gemma":[0.0002405882,0.0006130462,0.227258,0.0001524154,0.001101868,0.0002905659,0.0006086918,0.763727,0.0002058398,0.004845697,0.000888058,0.00006827831],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9812352,0.001392458,0.009699633,0.001891995,0.0002347046,0.0000851773,0.003645365,0.0002764705,0.001539038],"genre_scores_gemma":[0.9927226,0.0003446305,0.00275481,0.0001003394,0.0001268934,0.00007147038,0.002698878,0.00002377626,0.001156718],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02448887,"threshold_uncertainty_score":0.04869264,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01677361792869044,"score_gpt":0.2858434789741829,"score_spread":0.2690698610454925,"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."}}