{"id":"W4323920803","doi":"10.1007/s11695-023-06532-3","title":"How Good is Stratification and Prediction Model Analysis Between Primary and Revisional Roux-en-Y Gastric Bypass Surgery? A Multi-center Study and Narrative Review","year":2023,"lang":"en","type":"review","venue":"Obesity Surgery","topic":"Bariatric Surgery and Outcomes","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"Barrick Gold (Canada)","funders":"Alexandria University","keywords":"Medicine; Gastric bypass; Confounding; Sleeve gastrectomy; Logistic regression; Surgery; Single Center; Retrospective cohort study; Gastrectomy; Roux-en-Y anastomosis; Cohort; Odds ratio; Multivariate analysis; Weight loss; General surgery; Internal medicine; Obesity; Cancer","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":[0.003969115,0.000780646,0.005958194,0.001380916,0.0003046403,0.0001640394,0.00009390419,0.0004576313,0.00001597199],"category_scores_gemma":[0.0009919197,0.0006158314,0.001067141,0.002339714,0.0001021745,0.0004025521,0.0001831858,0.0006900246,0.000005710584],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001650887,"about_ca_system_score_gemma":0.0005174284,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002809516,"about_ca_topic_score_gemma":0.00001099015,"domain_scores_codex":[0.9948025,0.001145688,0.001584437,0.001307197,0.0007219357,0.0004382646],"domain_scores_gemma":[0.9931619,0.004564107,0.00100481,0.000668033,0.0002143942,0.0003867385],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00002074223,0.0006061193,0.6131937,0.05067379,0.004432618,0.00005858565,0.0002478813,1.236329e-7,1.377816e-7,0.000002334865,0.006038839,0.3247252],"study_design_scores_gemma":[0.001248169,0.0001444255,0.7854582,0.06064551,0.07554599,0.0002823353,0.0003873064,0.0005597946,2.947979e-7,0.00001484924,0.07398842,0.001724728],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.01177282,0.9842947,0.0003143047,0.0007337136,0.0001664893,0.001967549,0.000609464,0.0001292797,0.00001174511],"genre_scores_gemma":[0.002032171,0.9937495,0.0001525166,0.0001727449,0.0002377516,0.0001801512,0.002185173,0.00006907986,0.001220909],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.3230004,"threshold_uncertainty_score":0.9996293,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1005763700311293,"score_gpt":0.3428412492610628,"score_spread":0.2422648792299334,"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."}}