{"id":"W3016873199","doi":"10.1503/cjs.014918","title":"Factors that predict 30-day readmission after bariatric surgery: experience of a publicly funded Canadian centre","year":2020,"lang":"en","type":"article","venue":"Canadian Journal of Surgery","topic":"Bariatric Surgery and Outcomes","field":"Medicine","cited_by":20,"is_retracted":false,"has_abstract":true,"ca_institutions":"Royal Alexandra Hospital; University of Alberta","funders":"University of Alberta","keywords":"Medicine; Odds ratio; Confidence interval; Logistic regression; Retrospective cohort study; Surgery; Nausea; Vomiting; Gastric bypass; Sleeve gastrectomy; Weight loss; Internal medicine; Obesity","routes":{"ca_aff":true,"ca_fund":true,"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":[0.001390608,0.0004425276,0.0004770892,0.0008084472,0.004403956,0.001644356,0.001428334,0.0005461942,0.002027668],"category_scores_gemma":[0.00608595,0.0003834869,0.0004471334,0.002539485,0.001037786,0.0004640339,0.001728733,0.001092456,0.0001646795],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.03336411,"about_ca_system_score_gemma":0.05176281,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9746695,"about_ca_topic_score_gemma":0.9842139,"domain_scores_codex":[0.9979585,0.0002137019,0.00009799842,0.0001726157,0.0006639976,0.0008931903],"domain_scores_gemma":[0.9924723,0.0005769828,0.001827577,0.0001715375,0.002271608,0.002680039],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00008507774,0.0001025865,0.9872742,0.00006317251,0.00003759493,0.0003539103,0.002208697,0.0001385964,0.000163025,0.00007393945,0.002165724,0.007333468],"study_design_scores_gemma":[0.00001480413,0.000112633,0.9896885,0.0001258085,0.00003117544,0.0003888652,0.007417038,0.0004813235,0.00007845634,0.00002894776,0.001599653,0.00003262146],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9956475,0.0006238792,0.00008890451,0.001012628,0.00002023741,0.00004727654,0.0007220594,0.000009140717,0.00182825],"genre_scores_gemma":[0.9982995,0.0005222754,0.0002364554,0.0002223028,0.00001267661,0.00001220091,0.0004340778,0.000005016914,0.0002554847],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03336411,"threshold_uncertainty_score":0.2420747,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07656327867442395,"score_gpt":0.2400787443746444,"score_spread":0.1635154657002205,"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."}}