{"id":"W2536439468","doi":"10.1007/s11605-016-3265-1","title":"Preoperative Therapy and Pancreatoduodenectomy for Pancreatic Ductal Adenocarcinoma: a 25-Year Single-Institution Experience","year":2016,"lang":"en","type":"article","venue":"Journal of Gastrointestinal Surgery","topic":"Pancreatic and Hepatic Oncology Research","field":"Medicine","cited_by":141,"is_retracted":false,"has_abstract":false,"ca_institutions":"University Health Network","funders":"National Cancer Institute","keywords":"Medicine; Pancreatic ductal adenocarcinoma; Chemotherapy; Adenocarcinoma; Surgery; Pancreaticoduodenectomy; Neoadjuvant therapy; Pancreatic cancer; Internal medicine; Resection; 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":[0.0002788015,0.0005585017,0.0004433205,0.0005296132,0.001434027,0.0008539029,0.0004712698,0.0009301569,0.001722712],"category_scores_gemma":[0.001108928,0.0003562997,0.0008255171,0.0008194919,0.0005119521,0.0006272182,0.000763301,0.0006705652,0.000502496],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007822999,"about_ca_system_score_gemma":0.0006918006,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001745777,"about_ca_topic_score_gemma":0.004338749,"domain_scores_codex":[0.999699,0.00004100182,0.00004729634,0.00004628187,0.00004011386,0.0001262352],"domain_scores_gemma":[0.9994799,0.00009767067,0.00009978035,0.00003146004,0.00002922376,0.0002620124],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0009286284,0.002615071,0.7446829,0.0001399488,0.0002417376,0.2008819,0.00155659,0.001380858,0.00741374,0.0002733214,0.001188202,0.0386971],"study_design_scores_gemma":[0.000129224,0.003963691,0.6005544,0.000087711,0.0002516225,0.3832115,0.003001165,0.001147024,0.003201631,0.0002617074,0.004071422,0.0001189044],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9964147,0.001933175,0.0002925415,0.0001995865,0.00003282268,0.00001187798,0.00005832584,0.00001012882,0.001046769],"genre_scores_gemma":[0.997386,0.001379517,0.0003042379,0.0001220985,0.00006706855,0.000006613056,0.0001451467,0.000009215285,0.000580028],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001745777,"threshold_uncertainty_score":0.005763054,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07168368719768142,"score_gpt":0.3190656000025647,"score_spread":0.2473819128048833,"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."}}