{"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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.00163042,0.0001440754,0.0002744041,0.00008677582,0.000622648,0.000003457286,0.0002137884,0.0003555279,0.00122791],"category_scores_gemma":[0.004208352,0.00008997884,0.00002968896,0.0002007453,0.0003398316,0.0003128772,0.00007122477,0.0004276982,0.005609848],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001297829,"about_ca_system_score_gemma":0.001135614,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003383809,"about_ca_topic_score_gemma":0.0003705391,"domain_scores_codex":[0.993071,0.005421616,0.0005190995,0.0003440756,0.0001223044,0.000521877],"domain_scores_gemma":[0.9942004,0.004430756,0.0002663693,0.000468064,0.0003979669,0.0002364451],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00003312049,0.00002954973,0.950417,0.00004607207,0.00001392703,0.00001656425,0.002983679,1.235803e-7,0.002389761,0.02933671,0.01321462,0.001518822],"study_design_scores_gemma":[0.0004787848,0.0002083259,0.6809221,0.0001184079,0.00001201781,0.000007519134,0.001313889,0.000001260836,0.000314428,0.005891855,0.310558,0.0001734135],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9631398,0.0002160618,0.00005787758,0.03285113,0.0003741203,0.0005262491,0.00002358014,0.0001867617,0.002624459],"genre_scores_gemma":[0.9575845,0.0001462576,0.0007849574,0.03834184,0.0003853806,0.0003253911,0.000008411075,0.00002762426,0.002395623],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2973434,"threshold_uncertainty_score":0.9996851,"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."}}