{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007290437,0.0001914837,0.0008069421,0.0002276901,0.0001155464,0.00002700908,0.0000790354,0.00005266276,0.00008511006],"category_scores_gemma":[0.002504042,0.0001105399,0.0002062494,0.0001346062,0.0003845445,0.000278926,0.00002610335,0.0001667475,0.000005091012],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001804657,"about_ca_system_score_gemma":0.0005171928,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001330114,"about_ca_topic_score_gemma":0.000001823559,"domain_scores_codex":[0.9983301,0.0001094013,0.0006017355,0.0002217445,0.0003516253,0.0003853845],"domain_scores_gemma":[0.9973096,0.001329583,0.0003345122,0.0001548831,0.0006083558,0.0002630975],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.003225269,0.0002279926,0.9574566,0.00005102779,0.00009850575,0.0003845854,0.0001812375,1.59678e-7,0.0355416,0.0001025809,0.0006490532,0.00208131],"study_design_scores_gemma":[0.003715306,0.00391783,0.9614533,0.001695252,0.0001683859,0.02539285,0.0004590199,0.00005100492,0.002605423,0.0001372419,0.0002598794,0.0001445099],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9884677,0.001058294,0.00859722,0.001226722,0.00009213937,0.0003619266,0.000006287119,0.00001622749,0.0001734746],"genre_scores_gemma":[0.9819462,0.0003936186,0.01682523,0.00008743697,0.0004347122,0.00003306335,0.000001478422,0.00001933867,0.0002589335],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03293618,"threshold_uncertainty_score":0.4507687,"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."}}