{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.003817944,0.0005172039,0.004512561,0.0005250544,0.0001320034,0.00001581336,0.0004610135,0.0001318943,0.0004098704],"category_scores_gemma":[0.002678629,0.0002672041,0.001108346,0.003749629,0.0001051056,0.00007958924,0.0001814857,0.001295996,0.000002855455],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002732191,"about_ca_system_score_gemma":0.0009551026,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001509167,"about_ca_topic_score_gemma":0.00001101052,"domain_scores_codex":[0.994348,0.001951651,0.001535903,0.0006225812,0.001179245,0.000362545],"domain_scores_gemma":[0.9943664,0.002855955,0.001330762,0.001196597,0.0001789042,0.0000713823],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00007724274,0.000616685,0.9567835,0.0400069,0.0002636009,0.0002861158,0.0001471188,9.513968e-8,1.007927e-8,0.00004752968,0.001073725,0.0006974317],"study_design_scores_gemma":[0.0002605516,0.0003492402,0.9060999,0.07862628,0.003357088,0.004223713,0.00007296413,2.073215e-7,1.090151e-7,0.000009705423,0.00682783,0.0001724271],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.08171916,0.9135067,7.76506e-7,0.0001565424,0.0003563772,0.004047499,0.00008234307,0.00002702775,0.0001035679],"genre_scores_gemma":[0.0280003,0.9709317,0.00004665048,0.0001679521,0.0001521383,0.0003318376,0.0002252386,0.00004758194,0.00009661183],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.05742498,"threshold_uncertainty_score":0.999978,"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."}}