{"id":"W4377010922","doi":"10.1007/s11695-023-06648-6","title":"Bariatric Surgery Performed at a Tertiary Care Hospital and an Ambulatory Hospital: A 5 Year Comparison of Outcomes, OR Efficiencies and Costs","year":2023,"lang":"en","type":"article","venue":"Obesity Surgery","topic":"Bariatric Surgery and Outcomes","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":false,"ca_institutions":"Kingston Health Sciences Centre; University of Toronto; Queen's University","funders":"","keywords":"Medicine; Ambulatory; Sleeve gastrectomy; Perioperative; Gastric bypass; Surgery; Tertiary care; Complication; Retrospective cohort study; Pacu; Weight loss; General surgery; Obesity; 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":[0.003048606,0.0005006164,0.0008579293,0.00296039,0.0006130104,0.001858502,0.0007547516,0.001408237,0.001776371],"category_scores_gemma":[0.006987528,0.0003194149,0.002044328,0.002625461,0.000749169,0.002726415,0.001836808,0.001150374,0.0001723686],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001882847,"about_ca_system_score_gemma":0.0008602287,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009777041,"about_ca_topic_score_gemma":0.01142771,"domain_scores_codex":[0.9973551,0.000941768,0.0003204082,0.0003352757,0.0003697812,0.0006776362],"domain_scores_gemma":[0.9942227,0.001755603,0.002516441,0.0001838624,0.0005200389,0.0008013461],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.005601143,0.0006092541,0.9873317,0.00009327029,0.0008699333,0.0002567472,0.0003319718,0.0006484268,0.0002613606,0.0002529037,0.0002670337,0.003476287],"study_design_scores_gemma":[0.00009119821,0.001731987,0.9952589,0.00002433322,0.0002180682,0.000147572,0.00143531,0.0007267285,0.00007330911,0.00009085643,0.000177563,0.00002411597],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9985238,0.0004255622,0.00006524471,0.00005546671,0.00001832394,0.00001249238,0.0003746603,0.000002086127,0.0005223451],"genre_scores_gemma":[0.9991828,0.0001049564,0.00003839274,0.00002239017,0.00001496424,0.000007108869,0.0005172674,0.000001013514,0.0001111159],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.009777041,"threshold_uncertainty_score":0.01944023,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01996861345548657,"score_gpt":0.2785556640746817,"score_spread":0.2585870506191952,"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."}}