{"id":"W2129059888","doi":"10.1016/j.athoracsur.2012.05.103","title":"Real-Time Complication Monitoring in Pediatric Cardiac Surgery","year":2012,"lang":"en","type":"article","venue":"The Annals of Thoracic Surgery","topic":"Congenital Heart Disease Studies","field":"Medicine","cited_by":16,"is_retracted":false,"has_abstract":false,"ca_institutions":"Izaak Walton Killam Health Centre; Dalhousie University","funders":"","keywords":"Medicine; Complication; Cardiac surgery; Surgery","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":[0.001393748,0.0002319455,0.0003140868,0.001309312,0.0002624557,0.0007275805,0.0003207995,0.0004163028,0.0007584994],"category_scores_gemma":[0.007346877,0.0001526923,0.000285027,0.001645348,0.0003077325,0.0009108233,0.0005240313,0.0006803044,0.0001054273],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004643883,"about_ca_system_score_gemma":0.000827652,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001862979,"about_ca_topic_score_gemma":0.002151323,"domain_scores_codex":[0.9986143,0.0005507494,0.0002317381,0.0001260825,0.0002898484,0.0001872266],"domain_scores_gemma":[0.9939215,0.002195491,0.002691328,0.000210985,0.000499689,0.0004810414],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001231577,0.00007409359,0.9886607,0.00004000599,0.00001566928,0.0002763588,0.0001691772,0.00007974526,0.00014531,0.00005440213,0.0001525664,0.0102089],"study_design_scores_gemma":[0.000009525986,0.0006972053,0.9953465,0.0000502255,0.00003968846,0.001865426,0.0006296874,0.000251335,0.0004633655,0.00004095304,0.0005990079,0.000007107299],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9969696,0.001353364,0.0002779626,0.0001045228,0.00001851647,0.00001602595,0.0001938178,0.000006663881,0.001059433],"genre_scores_gemma":[0.997743,0.001245415,0.0005876757,0.00005274907,0.00003736501,0.00003220951,0.0002039363,0.000004468584,0.00009313983],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001862979,"threshold_uncertainty_score":0.007370949,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1289371116769726,"score_gpt":0.3963018868265227,"score_spread":0.2673647751495501,"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."}}