{"id":"W3193664943","doi":"10.1007/s00423-021-02309-3","title":"Hemodynamics and remodeling of the portal confluence in patients with malignancies of the pancreatic head: a pilot study towards planned and circumferential vein resections","year":2021,"lang":"en","type":"article","venue":"Langenbeck s Archives of Surgery","topic":"Pancreatic and Hepatic Oncology Research","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":false,"ca_institutions":"Pancreas Centre (Canada)","funders":"","keywords":"Medicine; Hemodynamics; Stenosis; Radiology; Vein; Pancreatic cancer; Pancreatic head; Pathological; Pancreas; Infiltration (HVAC); Internal medicine; Cancer","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":[0.0002020855,0.00008526765,0.0004705424,0.00008733787,0.00005118465,0.000003651435,0.00006480686,0.00002217848,0.000006965101],"category_scores_gemma":[0.0002989524,0.00004897027,0.00004089647,0.0001841665,0.0003852058,0.00002698988,0.0001205331,0.0001355318,3.604105e-8],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000008971318,"about_ca_system_score_gemma":0.0003629699,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006714179,"about_ca_topic_score_gemma":0.00118085,"domain_scores_codex":[0.9989316,0.000174737,0.0003238454,0.0001562111,0.0002676924,0.0001458463],"domain_scores_gemma":[0.9990079,0.0004619533,0.0001337112,0.0002697472,0.00008556517,0.00004107738],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0008703684,0.0005954958,0.9939035,0.000224389,0.0001116435,0.000007912038,0.001284215,0.000009925135,0.002517933,0.00004208999,0.000004612259,0.0004279246],"study_design_scores_gemma":[0.001100525,0.0005514885,0.9956501,0.000586776,0.0001181852,0.00001530779,0.000930672,0.0004959169,0.0003849085,0.0001195065,0.000001489801,0.00004509088],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9986062,0.0002536428,0.00002048461,0.0001304207,0.00003157438,0.0003896855,0.00004405766,0.000003141866,0.0005208001],"genre_scores_gemma":[0.9996055,0.00007673977,0.0001733179,0.00001611734,0.000008873561,0.00001089912,0.000008600908,0.000007984146,0.00009196479],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002133025,"threshold_uncertainty_score":0.199695,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04344775902018023,"score_gpt":0.2865573685691831,"score_spread":0.2431096095490028,"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."}}