{"id":"W2594341951","doi":"10.1002/ejhf.785","title":"Development and Validation of Multivariable Models to Predict Mortality and Hospitalization in Patients with Heart Failure","year":2017,"lang":"en","type":"article","venue":"European Journal of Heart Failure","topic":"Heart Failure Treatment and Management","field":"Medicine","cited_by":266,"is_retracted":false,"has_abstract":true,"ca_institutions":"Surgical Specialties (Canada)","funders":"Sphingotec GmbH; Servier; British Heart Foundation; Pfizer; Vifor Pharma; National Institute for Health and Care Research; Amgen; Singulex; European Commission; Sanofi; Alere; Boston Scientific Corporation; Celladon Corporation","keywords":"Medicine; Heart failure; Ejection fraction; Internal medicine; Prospective cohort study; Cohort; Cardiology; Renal function; Cohort study","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":[0.03096419,0.001739359,0.001412262,0.001694873,0.000509273,0.001582288,0.001648401,0.0007680671,0.001562867],"category_scores_gemma":[0.04650969,0.0006822447,0.002306796,0.001091669,0.0004131507,0.0009116972,0.001857039,0.001510438,0.0005177164],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008065719,"about_ca_system_score_gemma":0.002145544,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004663241,"about_ca_topic_score_gemma":0.003426844,"domain_scores_codex":[0.989327,0.008431721,0.0004339424,0.0007538997,0.0006954125,0.0003581487],"domain_scores_gemma":[0.9639497,0.02745389,0.002455085,0.001940554,0.003521906,0.0006788425],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00633665,0.001463791,0.760816,0.000321753,0.005181477,0.0001469462,0.0003067828,0.1109388,0.0006960102,0.0007274164,0.006974172,0.1060901],"study_design_scores_gemma":[0.001304328,0.002379672,0.1225937,0.0001262501,0.001478407,0.0001933972,0.0001073631,0.8668383,0.0009946404,0.002083646,0.001825911,0.00007434867],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8661974,0.001534269,0.1186609,0.001436441,0.0003358629,0.0010859,0.006757007,0.001888694,0.002103435],"genre_scores_gemma":[0.9596133,0.000238384,0.03486364,0.0002332493,0.0001157024,0.000681287,0.003733729,0.00009598638,0.000424709],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03096419,"threshold_uncertainty_score":0.1637562,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02473727814840365,"score_gpt":0.2539223482945352,"score_spread":0.2291850701461315,"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."}}