{"id":"W4405611942","doi":"10.1016/j.pan.2024.05.124","title":"Perineural invasion severity score significantly impacts survival in pancreatic ductal adenocarcinoma","year":2024,"lang":"en","type":"article","venue":"Pancreatology","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; Perineural invasion; Pancreatic ductal adenocarcinoma; Internal medicine; Oncology; Overall survival; Pancreatic cancer; 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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0006762775,0.0003421244,0.001233883,0.0004932093,0.0000902857,0.00004087825,0.0001878487,0.0003504117,0.0008292831],"category_scores_gemma":[0.0006282714,0.0002785914,0.0001721886,0.0006717474,0.0003875,0.0001493686,0.0001323833,0.0008210927,0.0004446266],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002916375,"about_ca_system_score_gemma":0.0008529784,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001099577,"about_ca_topic_score_gemma":0.0003818029,"domain_scores_codex":[0.997026,0.0003778979,0.0005663157,0.0007275298,0.0003824253,0.0009198699],"domain_scores_gemma":[0.9982495,0.0007371694,0.00005231235,0.0004820848,0.00008825002,0.0003907286],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0006831388,0.0001645985,0.9814359,0.0005711727,0.0001874866,0.00757352,0.0005848372,5.641384e-7,0.006265982,0.001316037,0.0006553638,0.000561426],"study_design_scores_gemma":[0.001611676,0.0007469399,0.9878069,0.0003527261,0.0003796236,0.004634492,0.0004414006,0.002213298,0.0005138515,0.0005417587,0.000497458,0.0002598415],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9836234,0.00548659,0.00005458159,0.001950405,0.0004361742,0.0007200365,0.00002169972,0.0001960346,0.007511047],"genre_scores_gemma":[0.9968783,0.0008604411,0.0003784907,0.000203092,0.0002852326,0.0001052971,0.00007592112,0.00005372575,0.001159529],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01325484,"threshold_uncertainty_score":0.9999666,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05117366233431035,"score_gpt":0.3382459574169809,"score_spread":0.2870722950826706,"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."}}