{"id":"W4280493706","doi":"10.1007/s11695-022-06099-5","title":"Gastrointestinal Symptomatology as a Predictor of Esophagogastroduodenoscopy Findings in the Bariatric Population: a Retrospective Cohort Study with Review of the Literature","year":2022,"lang":"en","type":"review","venue":"Obesity Surgery","topic":"Bariatric Surgery and Outcomes","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":false,"ca_institutions":"Centre Hospitalier Universitaire de Sherbrooke; Université de Sherbrooke","funders":"","keywords":"Medicine; Esophagogastroduodenoscopy; Retrospective cohort study; General surgery; Cohort study; Cohort; Surgery; Internal medicine; Endoscopy","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":[0.0009276089,0.0004972912,0.001892606,0.003006306,0.0002850547,0.001154574,0.0005832935,0.0006155836,0.001493541],"category_scores_gemma":[0.003971964,0.0003222543,0.002009326,0.004101201,0.0002942703,0.0007141199,0.0005364216,0.0005408682,0.0001315606],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003053402,"about_ca_system_score_gemma":0.001124619,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00245099,"about_ca_topic_score_gemma":0.005391383,"domain_scores_codex":[0.9992279,0.0001203904,0.0003157227,0.0001557825,0.0001406338,0.0000394309],"domain_scores_gemma":[0.9974274,0.001533467,0.0007405845,0.0000501778,0.0001934779,0.00005496436],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001204651,0.0002461417,0.6120104,0.1516323,0.01647352,0.002307522,0.0006036512,0.0002218378,0.0009674685,0.0003865263,0.003585668,0.2103605],"study_design_scores_gemma":[0.0001328362,0.0005505875,0.8594645,0.06099952,0.04459301,0.0122422,0.001480847,0.0002644762,0.0004087021,0.0003147387,0.01941777,0.0001308208],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.03297423,0.9660555,0.00008139843,0.0001036691,0.00005507405,0.00003198763,0.0004165899,0.000002031471,0.0002795485],"genre_scores_gemma":[0.1139276,0.8846869,0.0003719747,0.0001879217,0.0001367136,0.00005446749,0.0004993932,0.000002837471,0.0001323075],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.003006306,"threshold_uncertainty_score":0.004996419,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01689444180920473,"score_gpt":0.2857654690106922,"score_spread":0.2688710272014874,"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."}}