{"id":"W2048539581","doi":"10.1016/s1567-4215(03)90263-3","title":"411 Predictors of mortality in a heart failure population","year":2003,"lang":"en","type":"article","venue":"European Journal of Heart Failure Supplements","topic":"Heart Failure Treatment and Management","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Queen Elizabeth II Health Sciences Centre","funders":"","keywords":"Medicine; Heart failure; Internal medicine; Cardiology","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001807585,0.000268724,0.000704417,0.0004718211,0.00005866821,0.00002423118,0.0001232761,0.00004704389,0.0008148105],"category_scores_gemma":[0.0001713375,0.0002227036,0.0002920485,0.0003889244,0.00004944424,0.0002716309,0.00004832515,0.0003461475,0.00002931477],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001244255,"about_ca_system_score_gemma":0.00009942315,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004531073,"about_ca_topic_score_gemma":0.0001318724,"domain_scores_codex":[0.9965046,0.0007189537,0.001305966,0.000257186,0.0008000128,0.0004132954],"domain_scores_gemma":[0.9987573,0.00003861678,0.0003633762,0.0003770163,0.0001902225,0.0002734749],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00008467938,0.0004476972,0.8613999,0.00008745857,0.0002212572,0.0001711153,0.000215973,0.00002310827,0.002195819,0.0001224782,0.1349494,0.00008105742],"study_design_scores_gemma":[0.004453979,0.0009956408,0.4199176,0.000287341,0.0001981383,0.0001600094,0.0003850542,0.000003869278,0.002151497,0.00002246846,0.5712759,0.0001485332],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9899738,0.00009679559,0.0001097341,0.008365923,0.0003026307,0.0006451405,0.0000205104,0.00002141429,0.0004639914],"genre_scores_gemma":[0.9731566,0.00001218713,0.02616497,0.0002516879,0.000158343,0.000003344287,0.0000537709,0.00004483742,0.0001542436],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4414824,"threshold_uncertainty_score":0.9081589,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01857015150782839,"score_gpt":0.2805087886535684,"score_spread":0.2619386371457401,"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."}}