{"id":"W4372055785","doi":"10.1007/978-3-031-05071-8_6","title":"Outcome Prediction","year":2023,"lang":"en","type":"book-chapter","venue":"","topic":"Artificial Intelligence in Healthcare and Education","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Sunnybrook Hospital","funders":"LabEx PRIMES; Agence Nationale de la Recherche","keywords":"Outcome (game theory); Risk stratification; Cardiac resynchronization therapy; Medicine; Intensive care medicine; Internal medicine; Heart failure","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":[0.001625035,0.0009931088,0.00062667,0.001600218,0.0003572621,0.001708808,0.001164482,0.0005871587,0.05980162],"category_scores_gemma":[0.005466231,0.0002438796,0.0007822422,0.001225583,0.0002424528,0.001291783,0.000789714,0.001241244,0.02754128],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005806476,"about_ca_system_score_gemma":0.001258274,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004034152,"about_ca_topic_score_gemma":0.004308381,"domain_scores_codex":[0.9994138,0.0001012011,0.0000326003,0.0001838135,0.0002084841,0.00005999522],"domain_scores_gemma":[0.9988054,0.0006142147,0.00008057989,0.0001814118,0.0002633605,0.00005502109],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0001770828,0.0002024352,0.009742223,0.0001764776,0.00005726532,0.0001078033,0.00005448746,0.008068766,0.0007206616,0.02279946,0.1834458,0.7744475],"study_design_scores_gemma":[0.0001028497,0.0003777726,0.02080856,0.0007806441,0.0002622438,0.0008266538,0.0003068632,0.3291069,0.01010156,0.2018567,0.4353459,0.0001234362],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.02772662,0.003971566,0.5339791,0.0100022,0.002438431,0.001501328,0.03787281,0.0110922,0.3714158],"genre_scores_gemma":[0.3306909,0.005556999,0.2162033,0.003006204,0.001953365,0.001597877,0.06279411,0.001120679,0.3770766],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.05980162,"threshold_uncertainty_score":0.2000564,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.4468910889655907,"score_gpt":0.4638548964897521,"score_spread":0.01696380752416143,"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."}}