{"id":"W4377286912","doi":"10.1007/s00464-023-10134-6","title":"Side-to-side magnet anastomosis system duodeno-ileostomy with sleeve gastrectomy: early multi-center results","year":2023,"lang":"en","type":"article","venue":"Surgical Endoscopy","topic":"Bariatric Surgery and Outcomes","field":"Medicine","cited_by":26,"is_retracted":false,"has_abstract":true,"ca_institutions":"Canadian Institute of Mining, Metallurgy and Petroleum","funders":"","keywords":"Medicine; Sleeve gastrectomy; Anastomosis; Weight loss; Surgery; Ileostomy; Body mass index; Duodenal switch; Duodenum; Internal medicine; Obesity; Gastric bypass","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","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0006322665,0.0004476233,0.0009354544,0.0004602295,0.0001579679,0.00006440715,0.0002045294,0.0002015345,0.0001360861],"category_scores_gemma":[0.0002135508,0.0003248239,0.0002484466,0.001591054,0.00009054666,0.0001373607,0.0001352063,0.0004465207,0.002158324],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001612687,"about_ca_system_score_gemma":0.000157395,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00047002,"about_ca_topic_score_gemma":0.00004174856,"domain_scores_codex":[0.9965532,0.000201239,0.0007105719,0.0008246265,0.0007082341,0.00100213],"domain_scores_gemma":[0.9974217,0.0008052024,0.0001490439,0.0007012416,0.0001497152,0.000773042],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0566631,0.002218203,0.8375238,0.001404531,0.001555789,0.0476376,0.003341853,0.0003258101,0.00164585,0.0009464095,0.03245997,0.01427712],"study_design_scores_gemma":[0.1351952,0.003647366,0.6733124,0.002098639,0.0008312569,0.002072192,0.002242143,0.00158865,0.009267003,0.00001266886,0.1677507,0.001981797],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9845415,0.00009529207,0.00005364004,0.002269606,0.000825514,0.0008478851,0.0002508152,0.00099661,0.01011914],"genre_scores_gemma":[0.9921035,0.00003771066,0.001677545,0.0003670111,0.0004393075,0.000117929,0.000221712,0.00008758373,0.004947679],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1642114,"threshold_uncertainty_score":0.9999204,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02109563468073442,"score_gpt":0.2757179689222207,"score_spread":0.2546223342414863,"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."}}