{"id":"W4404894912","doi":"10.14701/ahbps.24-172","title":"Impact of soft pancreas on pancreaticoduodenectomy outcomes and the development of the preoperative soft pancreas risk score","year":2024,"lang":"en","type":"article","venue":"Annals of Hepato-Biliary-Pancreatic Surgery","topic":"Pancreatic and Hepatic Oncology Research","field":"Medicine","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Medicine; Pancreas; Pancreaticoduodenectomy; Pancreatic fistula; Odds ratio; Soft tissue; Surgery; Palpation; Body mass index; Internal medicine","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":[0.001427088,0.0003413458,0.0002391044,0.0009833027,0.0001846426,0.001065118,0.0002423481,0.0001987559,0.002021347],"category_scores_gemma":[0.006972324,0.0001465226,0.0006753712,0.0009249436,0.0002583683,0.0004591796,0.000700138,0.0007103159,0.0001686077],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003246079,"about_ca_system_score_gemma":0.0005402561,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001252617,"about_ca_topic_score_gemma":0.001928389,"domain_scores_codex":[0.999369,0.0001955941,0.0001070504,0.00008641041,0.0001675247,0.00007440786],"domain_scores_gemma":[0.9948868,0.001749797,0.002175676,0.0002788449,0.0003410821,0.0005677653],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00007273439,0.0000163289,0.9972294,0.000005444565,0.00004347237,0.00001862727,0.000007289239,0.0001895512,0.00005942876,0.00001995548,0.00005050271,0.002287305],"study_design_scores_gemma":[0.00001199995,0.0001313788,0.9946629,0.00001559844,0.0000801682,0.0002170603,0.00006772823,0.00413085,0.0003247872,0.000146052,0.0002042757,0.000007297675],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9981495,0.0001429786,0.0006617059,0.0001069081,0.000008010176,0.00001046989,0.0003088905,0.00001215901,0.0005994721],"genre_scores_gemma":[0.9990533,0.00004159612,0.0004967044,0.00001737469,0.000007806464,0.000005821662,0.0003066361,0.000002432064,0.00006830789],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002021347,"threshold_uncertainty_score":0.007547259,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0691452608032635,"score_gpt":0.3657415439334353,"score_spread":0.2965962831301718,"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."}}