{"id":"W4417034291","doi":"10.1093/bjsopen/zraf149","title":"Classification of postoperative pancreatic fistula after left pancreatectomy: international multicentre cohort study","year":2025,"lang":"en","type":"article","venue":"BJS Open","topic":"Pancreatic and Hepatic Oncology Research","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Health Sciences Centre; University of Toronto; Sunnybrook Health Science Centre","funders":"Mary och Georg C. Ehrnrooths Stiftelse; Syöpäsäätiö; Suomen Lääketieteen Säätiö","keywords":"Pancreatic fistula; Grading (engineering); Cohort study; Retrospective cohort study; Cohort; Clinical significance","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0005777719,0.000143298,0.0006164566,0.000161664,0.00007173036,0.00004600627,0.0003656583,0.00008765448,0.001344262],"category_scores_gemma":[0.0004515904,0.0001133432,0.00005905251,0.000181964,0.0001178069,0.0001238109,0.000284823,0.0001794359,0.0000730452],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002020676,"about_ca_system_score_gemma":0.0004204963,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008365919,"about_ca_topic_score_gemma":0.0003081846,"domain_scores_codex":[0.9985143,0.0001963491,0.0004210965,0.0003564869,0.0003156303,0.0001961183],"domain_scores_gemma":[0.9987451,0.0002113379,0.00009644101,0.0004622826,0.0004031773,0.00008165495],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001504053,0.001034636,0.9921446,0.00003477816,0.0007896342,0.00005140707,0.0009532829,5.295767e-7,0.001056541,0.0002632136,0.001190383,0.0009769156],"study_design_scores_gemma":[0.003747514,0.0003368602,0.9897354,0.0001745032,0.00046842,0.00001067823,0.001947411,0.000865155,0.0002775567,0.00005333592,0.002296176,0.00008702003],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8990874,0.00008085589,0.000105288,0.002117175,0.0001053467,0.00342031,0.00002036323,0.00001934667,0.09504397],"genre_scores_gemma":[0.973461,0.00005414015,0.0008028487,0.0003629121,0.00002680211,0.0003994279,0.00006187086,0.00001178414,0.02481927],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0743736,"threshold_uncertainty_score":0.9995686,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03083095111745432,"score_gpt":0.3926445753664012,"score_spread":0.3618136242489469,"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."}}