{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00525065,0.0007240907,0.003735283,0.0005126896,0.0003151054,0.00003724368,0.0004556736,0.0003219412,0.0003331145],"category_scores_gemma":[0.007749888,0.000357329,0.001411523,0.001016902,0.001980379,0.0001991145,0.0002894467,0.0007376504,0.00002290137],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001334983,"about_ca_system_score_gemma":0.003251659,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002607552,"about_ca_topic_score_gemma":0.0001031176,"domain_scores_codex":[0.9933134,0.001399739,0.002214957,0.0007889331,0.001402566,0.0008803997],"domain_scores_gemma":[0.9812269,0.01532218,0.000830295,0.001491765,0.0007765968,0.0003522369],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00294373,0.0006033881,0.9771831,0.001110013,0.004741585,0.00002940896,0.002851756,0.00001837611,0.0003724704,0.0005847443,0.001347331,0.008214096],"study_design_scores_gemma":[0.001954219,0.0005332427,0.9828824,0.00302868,0.001626651,0.00007864018,0.0004461569,0.002720101,0.005017714,0.001248129,0.0001170724,0.0003469842],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9876087,0.006837054,0.0001439456,0.001102499,0.0001951113,0.001957071,0.0001863602,0.00007044983,0.001898792],"genre_scores_gemma":[0.9950291,0.002956733,0.0005413348,0.0002033603,0.0001032829,0.0002658295,0.00003442658,0.00008641095,0.0007795274],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01392244,"threshold_uncertainty_score":0.9998879,"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."}}