{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007461769,0.0002754138,0.0006713079,0.002004193,0.0004631668,0.001234765,0.000519119,0.0006577809,0.001579071],"category_scores_gemma":[0.004518797,0.0002047898,0.0006600768,0.001186901,0.0003774894,0.0009912074,0.001020475,0.0008445675,0.0002131286],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004607493,"about_ca_system_score_gemma":0.0007980049,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002306955,"about_ca_topic_score_gemma":0.004749929,"domain_scores_codex":[0.9993462,0.0001008516,0.0001049002,0.00008211198,0.0001506134,0.0002152599],"domain_scores_gemma":[0.995703,0.0008476147,0.002023779,0.0001135076,0.000398469,0.0009135563],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002994003,0.00005138213,0.9964707,0.00002951835,0.0000295273,0.0003271504,0.00006267113,0.00003677425,0.0003746006,0.00002783068,0.00005668071,0.002233743],"study_design_scores_gemma":[0.000003211794,0.0001595217,0.9985541,0.00001899294,0.00002066276,0.0005319492,0.0002938893,0.0001009595,0.0001124837,0.00003283893,0.0001655871,0.000005788461],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9981195,0.0005957301,0.000143871,0.00007601189,0.00001613781,0.00001927281,0.0002236128,0.000003851615,0.0008019177],"genre_scores_gemma":[0.9989499,0.000219317,0.0001717902,0.00002793613,0.00003125194,0.00001249533,0.0003851853,0.000002808651,0.0001993314],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002306955,"threshold_uncertainty_score":0.005282521,"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."}}