{"id":"W2112820464","doi":"10.1016/j.jclinane.2013.04.018","title":"Predictors of desaturation in the postoperative anesthesia care unit: an observational study","year":2013,"lang":"en","type":"article","venue":"Journal of Clinical Anesthesia","topic":"Enhanced Recovery After Surgery","field":"Medicine","cited_by":42,"is_retracted":false,"has_abstract":false,"ca_institutions":"Mount Sinai Hospital; University of Toronto","funders":"","keywords":"Pacu; Medicine; Anesthesia; Sedation; Observational study; Oxygen therapy; Logistic regression; Incidence (geometry); Internal 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":[],"consensus_categories":[],"category_scores_codex":[0.0007988342,0.0003581287,0.0007639341,0.0004920815,0.0008638721,0.0008498888,0.0004920271,0.0009672362,0.001358454],"category_scores_gemma":[0.002824196,0.0006149231,0.0009288436,0.001351493,0.0004659267,0.0009779456,0.000565319,0.001421726,0.0002083852],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006159366,"about_ca_system_score_gemma":0.0009290494,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008308538,"about_ca_topic_score_gemma":0.009711406,"domain_scores_codex":[0.9990072,0.0002910176,0.000120303,0.0002152415,0.0001525306,0.0002137186],"domain_scores_gemma":[0.9970242,0.0007085251,0.001220596,0.0002117648,0.0002414908,0.000593299],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003153885,0.0001953817,0.9987663,0.000007168076,0.00006468913,0.00006682454,0.00008194537,0.0000157695,0.0001540136,0.00001248843,0.00004465608,0.0002753732],"study_design_scores_gemma":[0.00002444401,0.0004190051,0.9985183,0.000006627575,0.00005388543,0.0001932293,0.0004714251,0.000179167,0.00003880256,0.00001937716,0.00006853721,0.000007307666],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.999616,0.00008243249,0.00004268955,0.0000203254,0.000004186603,0.000008931138,0.0001010511,6.904874e-7,0.0001237278],"genre_scores_gemma":[0.9995058,0.00009061302,0.00006358735,0.00003900519,0.00001191451,0.00001332013,0.0002095536,0.000001495009,0.00006479934],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.008308538,"threshold_uncertainty_score":0.01652032,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1584374524299915,"score_gpt":0.4067325895868612,"score_spread":0.2482951371568697,"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."}}