{"id":"W4361003105","doi":"10.3390/curroncol30040282","title":"Early Recurrence after Upfront Surgery for Pancreatic Ductal Adenocarcinoma","year":2023,"lang":"en","type":"article","venue":"Current Oncology","topic":"Pancreatic and Hepatic Oncology Research","field":"Medicine","cited_by":11,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Pancreatic ductal adenocarcinoma; Receiver operating characteristic; Logistic regression; Predictive value; Internal medicine; Multivariate analysis; Oncology; Surgery; Pancreatic cancer; Gastroenterology; Urology; Cancer","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009828686,0.0002438354,0.0004764875,0.0010329,0.0004355932,0.0006823637,0.0005096663,0.000344466,0.001261066],"category_scores_gemma":[0.003978657,0.0001702221,0.0006395759,0.000770896,0.0003006639,0.0003970204,0.0005837309,0.0005427866,0.0002193469],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003659896,"about_ca_system_score_gemma":0.0003783573,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001065171,"about_ca_topic_score_gemma":0.001839207,"domain_scores_codex":[0.9990699,0.0002019308,0.0001422356,0.0001121266,0.0002900724,0.0001837241],"domain_scores_gemma":[0.9935688,0.001484286,0.003858668,0.0002651589,0.000343729,0.0004793945],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001561596,0.00001335778,0.9940281,0.00002919901,0.00002129887,0.001143311,0.00003883614,0.0000344205,0.0001628676,0.00001093351,0.0000713706,0.004290116],"study_design_scores_gemma":[0.000006336259,0.0001666281,0.9882601,0.00002343045,0.00006525816,0.01036489,0.0001525437,0.0001741539,0.0003634501,0.00004892722,0.0003668684,0.000007334937],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9979079,0.00142193,0.0001699465,0.00004874744,0.000009576301,0.00000595418,0.00008988508,0.000007919537,0.0003382315],"genre_scores_gemma":[0.9990844,0.0003831656,0.0001214012,0.00002366955,0.00003109325,0.00000410527,0.0002265786,0.000002909285,0.0001226714],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001261066,"threshold_uncertainty_score":0.005197942,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1784444651722187,"score_gpt":0.4361772653963769,"score_spread":0.2577328002241582,"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."}}