{"id":"W4403225945","doi":"10.1016/j.cjca.2024.08.228","title":"THE BURDEN OF HEART SURGERY COMPLICATIONS IN ALBERTA, CANADA","year":2024,"lang":"en","type":"article","venue":"Canadian Journal of Cardiology","topic":"Cardiac, Anesthesia and Surgical Outcomes","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Alberta Hospital Edmonton","funders":"","keywords":"Medicine; Surgery; General surgery","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":true,"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":[0.0005282586,0.0003997872,0.0004843384,0.002238368,0.002978228,0.002461392,0.001876118,0.001070738,0.003806302],"category_scores_gemma":[0.002342323,0.000413321,0.0008956093,0.005774065,0.0008952185,0.0004910727,0.001466382,0.001710754,0.0002437591],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.05657124,"about_ca_system_score_gemma":0.09751119,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9980012,"about_ca_topic_score_gemma":0.9990001,"domain_scores_codex":[0.9983505,0.00009903005,0.00009537679,0.0001075685,0.0005949929,0.0007525886],"domain_scores_gemma":[0.9966692,0.0001229392,0.0005431143,0.00005077542,0.001164618,0.001449369],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000201468,0.0001247174,0.954792,0.0001799828,0.0002297199,0.0008519768,0.0008444169,0.0008924035,0.0002419706,0.001822545,0.02065881,0.01915997],"study_design_scores_gemma":[0.00002713598,0.00002314671,0.9932826,0.0001532492,0.00006610745,0.0002301349,0.00212734,0.0006275547,0.00003107076,0.0001553339,0.003248031,0.00002830196],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.927967,0.01303746,0.0003195465,0.01576316,0.0004358209,0.0001130677,0.02126328,0.00007763656,0.02102299],"genre_scores_gemma":[0.9869623,0.005142382,0.0003256713,0.001070293,0.0001004118,0.00001856597,0.003352434,0.00001422625,0.003013719],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05657124,"threshold_uncertainty_score":0.410455,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01466326093861506,"score_gpt":0.243989118792908,"score_spread":0.229325857854293,"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."}}