{"id":"W2759623414","doi":"10.1002/ejhf.989","title":"Multiparametric Prognostic Scores in Chronic Heart Failure with Reduced Ejection Fraction: A Long-Term Comparison","year":2017,"lang":"en","type":"article","venue":"European Journal of Heart Failure","topic":"Transplantation: Methods and Outcomes","field":"Medicine","cited_by":108,"is_retracted":false,"has_abstract":true,"ca_institutions":"Surgical Specialties (Canada)","funders":"","keywords":"Medicine; Ejection fraction; Heart failure; Internal medicine; Cardiology; Heart transplantation; Cohort; Receiver operating characteristic; Area under the curve; Transplantation; Clinical endpoint; Ventricular assist device; Clinical trial","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":[0.005676628,0.0006705831,0.0009198331,0.001425232,0.0003606746,0.001038519,0.0005676989,0.000896282,0.001170479],"category_scores_gemma":[0.008515763,0.0001697502,0.001380292,0.0009729721,0.0003329485,0.001283002,0.001209698,0.0008322273,0.0002835382],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000466905,"about_ca_system_score_gemma":0.0003533183,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007541322,"about_ca_topic_score_gemma":0.0006955078,"domain_scores_codex":[0.9982367,0.0005951968,0.0001997445,0.0003608768,0.000432563,0.0001749102],"domain_scores_gemma":[0.9936588,0.002178937,0.001830983,0.0006200587,0.0009531925,0.00075801],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.009342331,0.0001907172,0.9758158,0.0000822773,0.002421203,0.0000597827,0.00008315194,0.0004859632,0.0002439752,0.00009944272,0.0002900047,0.01088527],"study_design_scores_gemma":[0.0002980303,0.002842937,0.9929566,0.00004173052,0.0007375269,0.0001866693,0.0001711875,0.001905349,0.0001249876,0.0002191339,0.0004893468,0.00002650262],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9931971,0.004430534,0.0007062629,0.0001389602,0.0001068024,0.00004384061,0.0007229542,0.000009417898,0.0006442078],"genre_scores_gemma":[0.9976393,0.0005096453,0.0002037835,0.00003704871,0.0001250866,0.00004344941,0.001273716,0.000003813477,0.0001642075],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005676628,"threshold_uncertainty_score":0.03002125,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03838311024134947,"score_gpt":0.3420765736223703,"score_spread":0.3036934633810208,"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."}}