{"id":"W4396961792","doi":"10.1016/j.hpb.2024.03.121","title":"Deciphering the value of trans-anastomotic stents for advanced-risk pancreatoduodenectomy","year":2024,"lang":"en","type":"article","venue":"HPB","topic":"Pancreatic and Hepatic Oncology Research","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Pancreas Centre (Canada)","funders":"","keywords":"Medicine; Anastomosis; Value (mathematics); General surgery; Radiology; Surgery","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":[0.0004771357,0.0001008707,0.0003566939,0.00005822362,0.00007500805,0.00001021585,0.0001083243,0.00006577486,0.0001332914],"category_scores_gemma":[0.0002071198,0.00006141136,0.000156055,0.0001783659,0.0001078731,0.00003972757,0.00001922024,0.0001780868,0.00002254741],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005399356,"about_ca_system_score_gemma":0.0001789994,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006451941,"about_ca_topic_score_gemma":0.00001687156,"domain_scores_codex":[0.9990266,0.00005820129,0.0002297343,0.0001991424,0.000227488,0.0002588286],"domain_scores_gemma":[0.9988686,0.0006821718,0.00003222055,0.0002666394,0.0000686944,0.00008167133],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.001867643,0.0004919943,0.3344546,0.003685077,0.002667776,0.0001834392,0.005296108,0.0003718252,0.02271706,0.004973716,0.00394238,0.6193484],"study_design_scores_gemma":[0.01301175,0.004838797,0.4525889,0.003362983,0.006592395,0.0003949383,0.002889871,0.3917084,0.01082393,0.003383546,0.1097383,0.0006661871],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9571109,0.004023318,0.03531277,0.0003620435,0.0001692095,0.0007834405,0.00002559139,0.0000507205,0.002162021],"genre_scores_gemma":[0.9877438,0.0006792753,0.008824589,0.00006825627,0.0001349932,0.0001358427,0.000006664475,0.00002727643,0.002379312],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6186822,"threshold_uncertainty_score":0.2504282,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03152177256857883,"score_gpt":0.3557112166580816,"score_spread":0.3241894440895028,"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."}}