{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.02939916,0.0008171721,0.002822577,0.007881955,0.0004275134,0.003045623,0.001674666,0.001343441,0.001388685],"category_scores_gemma":[0.1590922,0.0006960054,0.005425415,0.005219633,0.001065755,0.003505688,0.0009668372,0.001082308,0.0001739683],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001741584,"about_ca_system_score_gemma":0.004872023,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003260792,"about_ca_topic_score_gemma":0.00380901,"domain_scores_codex":[0.9797851,0.009756279,0.006201376,0.001971819,0.002087336,0.0001980969],"domain_scores_gemma":[0.8170632,0.1575603,0.01627682,0.002083374,0.00654914,0.0004671365],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"observational","study_design_scores_codex":[0.0009845102,0.0001236874,0.09584038,0.4646825,0.03187399,0.0007133387,0.0031263,0.001302626,0.0001964762,0.004328938,0.009953605,0.3868736],"study_design_scores_gemma":[0.0004409651,0.001209207,0.09326324,0.6974269,0.1022668,0.003448031,0.005232749,0.00483151,0.0006588777,0.007779452,0.08307329,0.0003689451],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.009355644,0.9847274,0.00128896,0.003070464,0.0003595472,0.0001520334,0.000566485,0.00001310608,0.0004664442],"genre_scores_gemma":[0.2318624,0.7583041,0.004184559,0.002366872,0.001368383,0.0006126008,0.001129647,0.0000211355,0.0001503844],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.02939916,"threshold_uncertainty_score":0.1554794,"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."}}