{"id":"W4386701690","doi":"10.1016/j.surg.2023.08.011","title":"A history of bariatric surgery before surgery for colorectal cancer may improve short-term postoperative outcomes: Analysis of the national inpatient sample 2015–2019","year":2023,"lang":"en","type":"article","venue":"Surgery","topic":"Bariatric Surgery and Outcomes","field":"Medicine","cited_by":13,"is_retracted":false,"has_abstract":false,"ca_institutions":"Hamilton Health Sciences; St. Joseph’s Healthcare Hamilton; McMaster University; Impact","funders":"","keywords":"Medicine; McNemar's test; Propensity score matching; Colorectal surgery; Surgery; Colorectal cancer; Weight loss; Cancer; Abdominal 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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.002681244,0.000369179,0.002188698,0.002265167,0.0001054152,0.000009544304,0.0001531834,0.0002477071,0.0003547469],"category_scores_gemma":[0.004622863,0.0002603383,0.002915996,0.003176643,0.0002154604,0.0001679137,0.0001110348,0.0002196286,0.000005032722],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008006489,"about_ca_system_score_gemma":0.00344463,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008701578,"about_ca_topic_score_gemma":0.0002162098,"domain_scores_codex":[0.9961425,0.0002332068,0.001550322,0.0005216282,0.0009901815,0.0005621539],"domain_scores_gemma":[0.9808172,0.01702108,0.0007022158,0.0004093069,0.0008907816,0.0001593997],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000379964,0.0001915054,0.9069986,0.0002109221,0.00243399,0.000005813426,0.0005455885,0.00005423216,0.0004207912,0.00005674906,0.08632003,0.002381833],"study_design_scores_gemma":[0.0002088657,0.00003312381,0.994047,0.00007359707,0.001582736,0.000002668051,0.00007779951,0.0004131056,0.0007456914,0.00003736716,0.002524809,0.0002531621],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9900298,0.0005913339,0.00003427936,0.001641166,0.005040195,0.0007220319,0.001799976,0.00007761053,0.00006364923],"genre_scores_gemma":[0.9963011,0.0001838145,0.00003843951,0.00057026,0.0002112073,0.0002721489,0.0008583306,0.00005329927,0.001511466],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.08704849,"threshold_uncertainty_score":0.9999849,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04197424044850325,"score_gpt":0.3077062220393013,"score_spread":0.2657319815907981,"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."}}