{"id":"W3137194498","doi":"10.1016/j.suc.2020.12.003","title":"Obesity, Cancer, and Risk Reduction with Bariatric Surgery","year":2021,"lang":"en","type":"review","venue":"Surgical Clinics of North America","topic":"Cancer Risks and Factors","field":"Medicine","cited_by":14,"is_retracted":false,"has_abstract":false,"ca_institutions":"St. Joseph’s Healthcare Hamilton; Impact; McMaster University Medical Centre","funders":"","keywords":"Medicine; Obesity; Context (archaeology); Cancer; Weight loss; Incidence (geometry); Cancer incidence; Prospective cohort study; Surgery; Cohort; General surgery; Environmental health; 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":[0.000270634,0.0004017425,0.003848364,0.0002251214,0.00006779795,0.00001645046,0.00008732241,0.0002422666,0.0001308843],"category_scores_gemma":[0.0001530588,0.0002774789,0.000866916,0.001137112,0.0003006977,0.00004244523,0.00009211976,0.0008511636,0.000006372788],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008919994,"about_ca_system_score_gemma":0.001513365,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00135558,"about_ca_topic_score_gemma":0.00008643915,"domain_scores_codex":[0.9974036,0.0001884885,0.001061774,0.0006393373,0.0004071149,0.000299635],"domain_scores_gemma":[0.9967878,0.00100397,0.001202901,0.0004804842,0.0002087116,0.0003160578],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00008343196,0.0001565385,0.06650265,0.003948019,0.0004812154,0.0001246891,0.000008041001,0.000002020739,5.208249e-10,0.000001325804,0.0004526538,0.9282394],"study_design_scores_gemma":[0.0003641791,0.0002486139,0.005664397,0.004263531,0.004136376,0.0001677176,0.00000944261,0.000002534522,2.994442e-8,0.00000148812,0.984845,0.0002966532],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.01333799,0.9852954,0.00000795764,0.00002537275,0.0004257585,0.0004400535,0.0002905987,0.00003292484,0.0001439979],"genre_scores_gemma":[0.0003370609,0.9982139,0.0001339157,0.00001469792,0.0006640946,0.00004547451,0.0003605948,0.00005752221,0.0001727805],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9843924,"threshold_uncertainty_score":0.9999678,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04887875695085418,"score_gpt":0.3635410897545226,"score_spread":0.3146623328036684,"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."}}