{"id":"W4412528211","doi":"10.1590/0102-67202025000017e1886","title":"Incorporating a new criteria of resectability for pancreatic ductal adenocarcinoma","year":2025,"lang":"en","type":"article","venue":"ABCD Arquivos Brasileiros de Cirurgia Digestiva (São Paulo)","topic":"Pancreatic and Hepatic Oncology Research","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Pancreatic ductal adenocarcinoma; Medicine; Pancreatic carcinoma; Adenocarcinoma; General surgery; Internal medicine; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.005391529,0.0006142082,0.0008620486,0.005895773,0.000586107,0.001789755,0.000913653,0.0006580496,0.003575194],"category_scores_gemma":[0.01609353,0.0001947689,0.0017777,0.003339979,0.0008809546,0.001650179,0.001211015,0.001138367,0.0007503189],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001339747,"about_ca_system_score_gemma":0.002933829,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007286321,"about_ca_topic_score_gemma":0.0133049,"domain_scores_codex":[0.9962597,0.0009071573,0.001168984,0.0002979985,0.00121436,0.0001518538],"domain_scores_gemma":[0.9855425,0.004717419,0.002997186,0.0006260478,0.005445304,0.0006714924],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0014205,0.000196139,0.5978692,0.008046516,0.00142299,0.001171271,0.0007819349,0.001932407,0.008208374,0.006743208,0.01437181,0.3578357],"study_design_scores_gemma":[0.0004048308,0.002126566,0.7384228,0.01019359,0.005422645,0.01594177,0.00261908,0.01000668,0.01143224,0.01654796,0.1865677,0.0003142284],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5185607,0.2120384,0.1164821,0.01501601,0.003283431,0.00316785,0.01815767,0.001001122,0.1122927],"genre_scores_gemma":[0.9096349,0.01279149,0.06453844,0.001422072,0.0007308138,0.0006724676,0.00569794,0.00008309289,0.004428799],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.007286321,"threshold_uncertainty_score":0.02851343,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03887918165816953,"score_gpt":0.3684129471028507,"score_spread":0.3295337654446812,"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."}}