{"id":"W4390879286","doi":"10.1097/xcs.0000000000000971","title":"Impact of Neoadjuvant Therapy for Pancreatic Cancer: Transatlantic Trend and Postoperative Outcomes Analysis","year":2024,"lang":"en","type":"article","venue":"Journal of the American College of Surgeons","topic":"Pancreatic and Hepatic Oncology Research","field":"Medicine","cited_by":12,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Nat; Pancreatic cancer; Neoadjuvant therapy; Internal medicine; Pancreatic ductal adenocarcinoma; Audit; Cancer; Surgery; Breast cancer","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.001428927,0.0001501229,0.000231444,0.0009756544,0.0001705215,0.0006433529,0.0003522475,0.0002559854,0.0009986997],"category_scores_gemma":[0.003480086,0.000102404,0.0009308068,0.002685868,0.0001769981,0.0003913816,0.0005025719,0.0004381959,0.0001771997],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005805411,"about_ca_system_score_gemma":0.0006727646,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009406243,"about_ca_topic_score_gemma":0.01422376,"domain_scores_codex":[0.9993294,0.0001642493,0.0001405836,0.0001297845,0.0001435372,0.00009241562],"domain_scores_gemma":[0.9941323,0.0007459579,0.003626744,0.0003195148,0.0006984231,0.0004771074],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00005498086,0.000003956395,0.999056,0.000008857794,0.0001086349,0.00001056459,0.000009408053,0.0000498709,0.00002318896,0.00001061715,0.0000890811,0.0005747527],"study_design_scores_gemma":[0.000005042423,0.00004956369,0.9986795,0.00001220355,0.0001482478,0.0001190748,0.00009597328,0.0004037296,0.00004799138,0.00001853388,0.0004169275,0.00000328499],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9947256,0.001275172,0.0001410049,0.0002306011,0.00001504314,0.000005763657,0.002779812,0.000006436493,0.0008205104],"genre_scores_gemma":[0.9973972,0.0003018575,0.0001209608,0.00003785688,0.00001476685,0.000007245171,0.002026192,0.000003881878,0.00008998502],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.009406243,"threshold_uncertainty_score":0.01870298,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02765896952742466,"score_gpt":0.3818208511776009,"score_spread":0.3541618816501763,"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."}}