{"id":"W4391884960","doi":"10.1007/s11695-024-07079-7","title":"Characterization of Early Small Bowel Obstructions Following Elective Bariatric Surgery","year":2024,"lang":"en","type":"article","venue":"Obesity Surgery","topic":"Bariatric Surgery and Outcomes","field":"Medicine","cited_by":8,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Alberta","funders":"","keywords":"Medicine; Logistic regression; Gastric bypass; Complication; Surgery; Obesity; Bowel obstruction; Internal medicine; Weight loss","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":[],"consensus_categories":[],"category_scores_codex":[0.0009426701,0.0002318958,0.0007745285,0.0009235789,0.0001275664,0.00005559536,0.00005582732,0.000206675,0.0001639403],"category_scores_gemma":[0.0005885478,0.0002206007,0.001020509,0.001593594,0.0000393565,0.0003213652,0.00003555444,0.0002896865,0.00007020038],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001061715,"about_ca_system_score_gemma":0.0005647132,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001602253,"about_ca_topic_score_gemma":0.000006474801,"domain_scores_codex":[0.9981102,0.000134258,0.0006521449,0.0004051031,0.000317344,0.0003809928],"domain_scores_gemma":[0.9969608,0.002307426,0.0001442232,0.0003140779,0.0001166295,0.0001567988],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0000822521,0.0001357195,0.9767612,0.0003286529,0.000354359,0.0002482655,0.0002115431,5.361741e-7,0.01309407,0.000221094,0.0007318381,0.00783048],"study_design_scores_gemma":[0.00008818052,0.00001702994,0.98926,0.0002438028,0.000378417,0.00007079759,0.00002714069,0.00004358696,0.008239717,0.0001241704,0.001289446,0.0002176729],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9930189,0.0006236752,0.0007537758,0.0003809694,0.004290972,0.0002248138,0.00002194894,0.0002837575,0.0004012005],"genre_scores_gemma":[0.9977462,0.0002012551,0.0001039933,0.0001071546,0.0005351005,0.00001832736,0.0001364871,0.00004497781,0.001106517],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01249885,"threshold_uncertainty_score":0.8995833,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02144824181902403,"score_gpt":0.238179959821662,"score_spread":0.2167317180026379,"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."}}