{"id":"W7117482959","doi":"10.1093/bjs/znaf270.005","title":"227 The Spectrum, Management, and Outcomes of Upper GI Emergencies Presenting to a Tertiary Upper GI Cancer Centre.","year":2025,"lang":"en","type":"article","venue":"British journal of surgery","topic":"Esophageal and GI Pathology","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Trinity College","funders":"","keywords":"Perforation; Referral; Context (archaeology); Cancer; Tertiary referral centre; Retrospective cohort study; Esophagus; Hiatal hernia","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":[0.0005463597,0.0001084085,0.0004759188,0.0002331717,0.00008392036,0.00002581748,0.0001003683,0.00004662607,0.0002978021],"category_scores_gemma":[0.0001942508,0.00008291869,0.0002290525,0.0002257463,0.00008306849,0.00009519914,0.0001141106,0.0002057031,0.000002773409],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002147488,"about_ca_system_score_gemma":0.00005629445,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002090926,"about_ca_topic_score_gemma":0.0000584408,"domain_scores_codex":[0.9987095,0.00007920868,0.0005739884,0.0001412168,0.0002332788,0.0002628361],"domain_scores_gemma":[0.9992654,0.0002166275,0.000194337,0.000124215,0.0001065646,0.00009285849],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00003329682,0.00008025854,0.9334635,0.0001761393,0.00030206,0.001099492,0.0001578493,0.00000235366,0.0002255629,0.00004050603,0.03458789,0.02983111],"study_design_scores_gemma":[0.0003244049,0.000009720748,0.9914142,0.0007781136,0.0001805736,0.0007007229,0.0003699685,0.000004071438,0.0007304337,0.0002430815,0.005178396,0.00006624199],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9721386,0.01468276,0.00004216726,0.01144833,0.0007249776,0.0001533609,0.00001225025,0.000008168762,0.0007893518],"genre_scores_gemma":[0.9841515,0.005268169,0.00022555,0.002056101,0.0001740116,0.000004817221,0.000001292132,0.00001298188,0.008105598],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05795079,"threshold_uncertainty_score":0.3381326,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01611218364764407,"score_gpt":0.277465956059963,"score_spread":0.261353772412319,"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."}}