{"id":"W2808914242","doi":"10.1055/a-0625-6154","title":"A novel collaborative approach to endoscopic double bypass in concomitant gastric outlet and biliary obstruction","year":2018,"lang":"en","type":"article","venue":"Endoscopy","topic":"Esophageal and GI Pathology","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University Health Centre","funders":"","keywords":"Medicine; Gastroenterostomy; Gastric outlet obstruction; Concomitant; Endoscopic ultrasound; Gastric bypass; Radiology; Endoscopy; General surgery; Surgery; Internal medicine; Gastrectomy; 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":[],"consensus_categories":[],"category_scores_codex":[0.0001628977,0.0001655741,0.0003494516,0.0002314506,0.00006180264,0.00001530218,0.00006444529,0.000106957,0.00004173333],"category_scores_gemma":[0.00008252923,0.0001392418,0.00002271232,0.0006443068,0.0001641562,0.00007592297,0.00005833253,0.0001945052,0.00006079077],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008149667,"about_ca_system_score_gemma":0.0001038329,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001176082,"about_ca_topic_score_gemma":0.00004963144,"domain_scores_codex":[0.9988682,0.0000426113,0.0002467038,0.0003969473,0.0001411683,0.0003044134],"domain_scores_gemma":[0.9994055,0.00005608972,0.00005716307,0.0002157237,0.00009817853,0.0001673351],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.003428504,0.001124927,0.5125162,0.0002460867,0.0001173543,0.0001984473,0.00998204,0.00001218797,0.460178,0.004793853,0.00376553,0.003636876],"study_design_scores_gemma":[0.03780481,0.006020554,0.8052915,0.0003057088,0.0001843465,0.0005315054,0.004033942,0.0008231578,0.1375453,0.0006133027,0.006216676,0.0006291993],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9853366,0.0003620381,0.002188867,0.0005472836,0.0005206916,0.0008293886,0.00002630081,0.00005103514,0.01013782],"genre_scores_gemma":[0.9606316,0.00001930877,0.0377397,0.0005867315,0.0002817828,0.0000929943,0.00001723483,0.00001818545,0.0006124259],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3226326,"threshold_uncertainty_score":0.5678115,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02236754003471153,"score_gpt":0.2906119621566391,"score_spread":0.2682444221219276,"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."}}