{"id":"W4410888071","doi":"10.1016/j.soc.2025.04.006","title":"Adjuvant Chemoradiotherapy for Pancreatic Adenocarcinoma","year":2025,"lang":"en","type":"article","venue":"Surgical Oncology Clinics of North America","topic":"Pancreatic and Hepatic Oncology Research","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Sunnybrook Health Science Centre","funders":"","keywords":"Medicine; Adjuvant; Chemoradiotherapy; Adenocarcinoma; Oncology; Internal medicine; General surgery; Overall survival; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002195218,0.000160611,0.0003416995,0.0004173313,0.0002845033,0.0003009496,0.0001821202,0.0001664797,0.00201468],"category_scores_gemma":[0.000495917,0.00009104187,0.0002887853,0.0005358559,0.0001697832,0.0002620554,0.0002059571,0.0003657608,0.0002488369],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006054951,"about_ca_system_score_gemma":0.0008328381,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002346787,"about_ca_topic_score_gemma":0.008046939,"domain_scores_codex":[0.9999354,0.00001846296,0.000008530517,0.00001017521,0.00001076929,0.00001664378],"domain_scores_gemma":[0.999887,0.00003637965,0.00002158286,0.00001237661,0.00001170119,0.00003093157],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.01027407,0.001348346,0.0779319,0.001419054,0.000384837,0.003735983,0.0002856644,0.003126087,0.02719001,0.001041544,0.01007233,0.8631902],"study_design_scores_gemma":[0.004618667,0.01897217,0.7143858,0.001971073,0.003954276,0.02765261,0.0009727275,0.007801478,0.02913145,0.003496285,0.1869622,0.00008127997],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"review","genre_scores_codex":[0.9039555,0.07467945,0.001082789,0.002687397,0.0004441153,0.00006497876,0.0002934939,0.0000965631,0.01669579],"genre_scores_gemma":[0.9701274,0.0247481,0.001269783,0.0004688896,0.0003186259,0.00003695753,0.00035542,0.00001755286,0.002657331],"genre_candidate":"review","genre_consensus":null,"teacher_disagreement_score":0.002346787,"threshold_uncertainty_score":0.006739736,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03577497723944524,"score_gpt":0.4084235976313515,"score_spread":0.3726486203919063,"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."}}