{"id":"W2288490837","doi":"10.1097/aln.0000000000001013","title":"Preoperative Laboratory Investigations","year":2016,"lang":"en","type":"article","venue":"Anesthesiology","topic":"Healthcare cost, quality, practices","field":"Health Professions","cited_by":57,"is_retracted":false,"has_abstract":true,"ca_institutions":"Women's College Hospital; St. Michael's Hospital","funders":"Canadian Institutes of Health Research","keywords":"Medicine; Odds ratio; Logistic regression; Atrial fibrillation; Cohort; Population; Surgery; Internal medicine","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"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":[0.0006102148,0.0007659493,0.0006565765,0.001817612,0.0005633082,0.0008077087,0.0006549406,0.0004758509,0.01225737],"category_scores_gemma":[0.004412027,0.0001787096,0.0003938394,0.00160369,0.0004344924,0.0006030676,0.000619813,0.0009233204,0.002789792],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009060735,"about_ca_system_score_gemma":0.002084934,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008119193,"about_ca_topic_score_gemma":0.005978805,"domain_scores_codex":[0.9988807,0.0001939553,0.0001679998,0.0001766674,0.0003971823,0.0001834412],"domain_scores_gemma":[0.997335,0.0005047044,0.0008401077,0.000174685,0.0008483363,0.0002972141],"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":[0.0009018878,0.0003323379,0.7113042,0.001988037,0.0002837163,0.02063638,0.0004873335,0.0007451553,0.004716342,0.001536623,0.08284993,0.1742182],"study_design_scores_gemma":[0.0001516629,0.0008220524,0.6339675,0.006205899,0.0004376118,0.1239131,0.001469324,0.001843344,0.00463739,0.003435333,0.222962,0.0001547528],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.4822243,0.1441734,0.02444136,0.02451733,0.00280164,0.001438402,0.02742832,0.001531179,0.2914443],"genre_scores_gemma":[0.9474466,0.02293574,0.005151457,0.005037497,0.001094149,0.0002634485,0.007965295,0.00008651231,0.01001929],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01225737,"threshold_uncertainty_score":0.04100496,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.514800665553294,"score_gpt":0.5193545712036054,"score_spread":0.004553905650311441,"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."}}