{"id":"W4410196607","doi":"10.1016/j.hpb.2025.03.237","title":"Implications of neoadjuvant therapy on prognostic factors in pancreatic ductal adenocarcinoma","year":2025,"lang":"en","type":"article","venue":"HPB","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; Pancreatic ductal adenocarcinoma; Neoadjuvant therapy; Oncology; Internal medicine; Adenocarcinoma; 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":[0.001577879,0.000280704,0.0004742429,0.0004445511,0.0003721678,0.001034831,0.0002702191,0.0004371779,0.002940139],"category_scores_gemma":[0.006470052,0.0001223688,0.0003831038,0.0008101815,0.0005103408,0.0009197854,0.0003084495,0.0007718678,0.0003510649],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004785912,"about_ca_system_score_gemma":0.0007249743,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006282964,"about_ca_topic_score_gemma":0.001957372,"domain_scores_codex":[0.9991457,0.000492918,0.00008585961,0.00005750105,0.0001073992,0.0001104646],"domain_scores_gemma":[0.9964451,0.002224666,0.000534482,0.0002074917,0.0001898578,0.0003984009],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.005597221,0.0002061332,0.9145077,0.0001604141,0.0002402019,0.0005228729,0.000125978,0.0007899333,0.0044407,0.0005332823,0.001127281,0.07174829],"study_design_scores_gemma":[0.00006397305,0.001099194,0.9852701,0.0001300977,0.0004593564,0.001196844,0.0005435775,0.001473328,0.002494229,0.001411263,0.00583526,0.00002272472],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9610347,0.023126,0.0008913247,0.004158201,0.0003658087,0.0000180253,0.0005532824,0.00002306056,0.00982947],"genre_scores_gemma":[0.995999,0.002016825,0.0003443572,0.0002754316,0.0003064754,0.00001164387,0.0003277986,0.00001031452,0.000708259],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002940139,"threshold_uncertainty_score":0.00983578,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04920848462248512,"score_gpt":0.3636995172374232,"score_spread":0.314491032614938,"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."}}