{"id":"W4255562676","doi":"10.1016/j.cardfail.2005.08.053","title":"TBA","year":2005,"lang":"en","type":"article","venue":"Journal of Cardiac Failure","topic":"Machine Learning in Healthcare","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Toronto General Hospital; University Health Network","funders":"","keywords":"Medicine","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0009029903,0.0005468164,0.0004493679,0.002111331,0.001317828,0.00319541,0.001198341,0.001249143,0.6491407],"category_scores_gemma":[0.004229446,0.0002527548,0.0004181156,0.001262723,0.0004542806,0.001296189,0.001765759,0.001358164,0.5640218],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001048247,"about_ca_system_score_gemma":0.00250774,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003098974,"about_ca_topic_score_gemma":0.003734753,"domain_scores_codex":[0.9992499,0.00008669238,0.0000429379,0.0001632081,0.0003407838,0.0001165521],"domain_scores_gemma":[0.9973923,0.0001982859,0.0001031338,0.000497258,0.00126117,0.0005478625],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00009761316,0.00008661343,0.0008132472,0.0001502048,0.000009763629,0.0001350699,0.00009447377,0.0001014735,0.00273153,0.0122459,0.7383543,0.24518],"study_design_scores_gemma":[0.00001019894,0.00001394938,0.0005680545,0.00004137469,0.000005343655,0.000123892,0.00003705926,0.0001162273,0.0007017832,0.00128263,0.9970948,0.000004682645],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.002065439,0.001045936,0.007259697,0.006214423,0.006287185,0.0002338623,0.007075222,0.003069378,0.9667488],"genre_scores_gemma":[0.01134303,0.0008006239,0.003024868,0.002133936,0.0006836653,0.0001432266,0.006722133,0.0006645953,0.9744839],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.3508593,"threshold_uncertainty_score":0,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009005693202561796,"score_gpt":0.2714306060063194,"score_spread":0.2624249128037576,"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."}}