{"id":"W4221036602","doi":"10.1007/s11695-022-06028-6","title":"The Impact of Metabolic and Bariatric Surgeon Status on Outcomes After Bariatric Surgery: a Retrospective Cohort Study Using the MBSAQIP Database","year":2022,"lang":"en","type":"article","venue":"Obesity Surgery","topic":"Bariatric Surgery and Outcomes","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":false,"ca_institutions":"Royal Alexandra Hospital; University of Alberta","funders":"","keywords":"Medicine; Incidence (geometry); Logistic regression; Retrospective cohort study; Cohort; Surgery; Obesity; Complication; Database; 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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.008534182,0.0005457862,0.001990418,0.0008471848,0.001237934,0.0000934467,0.0002159987,0.00009645986,0.0005252123],"category_scores_gemma":[0.0024061,0.0003110978,0.001199733,0.002480599,0.0001796121,0.0002211113,0.0004725835,0.0008609511,0.000007259514],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003807275,"about_ca_system_score_gemma":0.001012052,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007639497,"about_ca_topic_score_gemma":0.00009105953,"domain_scores_codex":[0.9939777,0.001776071,0.001095082,0.0007672009,0.001416979,0.0009669854],"domain_scores_gemma":[0.9865142,0.01084749,0.000644654,0.001462505,0.0002207628,0.0003104276],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001222618,0.001063194,0.9929069,0.00002507605,0.001187166,0.0001982162,0.0003402819,0.00003037267,0.0000105997,0.00006966652,0.002338683,0.0006071837],"study_design_scores_gemma":[0.0005625655,0.0001106494,0.9965641,0.00001334252,0.001066837,0.00007421224,0.0006579311,0.00009911614,0.00001781771,0.0000442482,0.000462246,0.0003268953],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9930598,0.003370139,0.000008393925,0.0002835157,0.001303867,0.001533575,0.0002699113,0.00007079534,0.0001000726],"genre_scores_gemma":[0.9982749,0.0008050683,0.0000129115,0.0001994684,0.0002010382,0.0001698629,0.00005227282,0.00006275898,0.0002216747],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.009071423,"threshold_uncertainty_score":0.9999341,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02318512906065233,"score_gpt":0.2861009837382914,"score_spread":0.2629158546776391,"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."}}