{"id":"W4283070757","doi":"10.1245/s10434-022-11946-x","title":"The Impact of CT-Assessed Liver Steatosis on Postoperative Complications After Pancreaticoduodenectomy for Cancer","year":2022,"lang":"en","type":"article","venue":"Annals of Surgical Oncology","topic":"Pancreatic and Hepatic Oncology Research","field":"Medicine","cited_by":6,"is_retracted":false,"has_abstract":false,"ca_institutions":"Pancreas Centre (Canada)","funders":"Fondazione Umberto Veronesi","keywords":"Medicine; Pancreaticoduodenectomy; Surgical oncology; Steatosis; General surgery; Radiology; Liver cancer; Liver steatosis; Internal medicine; Fatty liver; Cancer; Pancreas","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":[0.0008553124,0.0002967525,0.0003197326,0.0005363355,0.0002770247,0.00110091,0.0003289365,0.0004384211,0.001289899],"category_scores_gemma":[0.008455164,0.0001555231,0.0008560341,0.0006892712,0.000420558,0.0006009758,0.0004495991,0.001016597,0.0001477741],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005344457,"about_ca_system_score_gemma":0.0005416385,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002366141,"about_ca_topic_score_gemma":0.005737181,"domain_scores_codex":[0.9993399,0.0002332406,0.0001075186,0.00006766838,0.0001382531,0.0001133176],"domain_scores_gemma":[0.994354,0.002256549,0.001917156,0.000217903,0.0004990876,0.0007553511],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001435425,0.00009103199,0.9937871,0.00002239301,0.000212825,0.0002521914,0.00003913953,0.0001599331,0.0002155925,0.00001677882,0.00003733979,0.003730371],"study_design_scores_gemma":[0.00001005046,0.0003254466,0.998489,0.00001421031,0.0001568036,0.0002806555,0.0001493205,0.0003317385,0.0001302252,0.00003220422,0.00007226964,0.000008136974],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9982344,0.0006585105,0.00008965487,0.000101609,0.00002449705,0.000005119185,0.0001034911,0.000002515116,0.0007801665],"genre_scores_gemma":[0.999599,0.0001407551,0.00004863059,0.00002407616,0.00002037872,0.000001742587,0.00007421817,0.000002152947,0.00008902884],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002366141,"threshold_uncertainty_score":0.004704714,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1222941102737593,"score_gpt":0.4713234343897282,"score_spread":0.3490293241159689,"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."}}