{"id":"W7162001347","doi":"10.82308/4052","title":"Predictive modeling for adverse outcomes in patients with heart failure","year":2024,"lang":"en","type":"dissertation","venue":"","topic":"Heart Failure Treatment and Management","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Heart failure; Proportional hazards model; Hazard ratio; Imputation (statistics); Cohort; Missing data; Prognostic model; Cohort study; Selection (genetic algorithm)","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.008229436,0.0008919358,0.0009323645,0.001781655,0.0005592926,0.001878897,0.001275267,0.0008583255,0.002036219],"category_scores_gemma":[0.01732377,0.0004355953,0.00151524,0.0009830723,0.0006754121,0.0006271871,0.001505243,0.002336787,0.0002951017],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001253946,"about_ca_system_score_gemma":0.001947686,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02569544,"about_ca_topic_score_gemma":0.01981899,"domain_scores_codex":[0.9981511,0.001133929,0.00009386387,0.0002675504,0.0001765054,0.0001770827],"domain_scores_gemma":[0.9891909,0.008825949,0.0008850089,0.0003011904,0.0005745045,0.0002224209],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0003360925,0.0002886476,0.17443,0.0002029763,0.0006038195,0.0004618904,0.000482457,0.750019,0.0002949806,0.01698229,0.007372802,0.04852502],"study_design_scores_gemma":[0.00001500613,0.00003812945,0.007443779,0.00006069551,0.00003642097,0.00003491642,0.00005890176,0.9825265,0.00005208031,0.009121149,0.0005997089,0.00001274127],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6199176,0.004361962,0.3516636,0.01013482,0.000394039,0.0004186297,0.006882398,0.0006801535,0.005546755],"genre_scores_gemma":[0.979223,0.0009884756,0.01514095,0.0002684615,0.0002044333,0.0002664724,0.002442682,0.00003018312,0.001435288],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02569544,"threshold_uncertainty_score":0.05109173,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009275908913613054,"score_gpt":0.2713833433979647,"score_spread":0.2621074344843516,"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."}}