{"id":"W2593100475","doi":"10.2147/ott.s116136","title":"Combination of preoperative CEA and CA19-9 improves prediction outcomes in patients with resectable pancreatic adenocarcinoma: results from a large follow-up cohort","year":2017,"lang":"en","type":"article","venue":"OncoTargets and Therapy","topic":"Pancreatic and Hepatic Oncology Research","field":"Medicine","cited_by":31,"is_retracted":false,"has_abstract":true,"ca_institutions":"Pancreas Centre (Canada)","funders":"","keywords":"Medicine; Adenocarcinoma; CA19-9; Cohort; Pancreatic cancer; Pancreatic ductal adenocarcinoma; Oncology; Internal medicine; Radiology; 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":[0.0004157932,0.0001590735,0.0006372043,0.00008917535,0.0002347735,0.00003610613,0.00007467356,0.0001154511,0.00002129369],"category_scores_gemma":[0.0002299147,0.0001033912,0.00002815499,0.00004652936,0.0001873127,0.0002153098,0.00004565872,0.0001691743,8.536398e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004908964,"about_ca_system_score_gemma":0.0001058862,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002439125,"about_ca_topic_score_gemma":0.0002610271,"domain_scores_codex":[0.9987455,0.00008619107,0.0003132415,0.0003306173,0.000284536,0.0002399309],"domain_scores_gemma":[0.9989825,0.0001695203,0.0001949486,0.0003654372,0.0001867569,0.0001008671],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.004779032,0.0005322958,0.9916722,0.00002576516,0.0003018461,0.000006749472,0.001637723,7.234787e-8,0.0003089518,0.00005939398,0.00005782724,0.0006181203],"study_design_scores_gemma":[0.03226467,0.002884371,0.9634389,0.0001233559,0.00009564063,0.000001025223,0.0001615855,0.0003778174,0.0002772997,0.0002261749,0.0000571646,0.00009197443],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.996141,0.0008245721,0.00001215934,0.0003138317,0.00006766189,0.001155912,0.0001967841,0.00001164049,0.001276421],"genre_scores_gemma":[0.9974521,0.001042974,0.0002806676,0.00004150586,0.00002626126,0.00005835386,0.0001478883,0.0000155821,0.0009346536],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0282333,"threshold_uncertainty_score":0.4216169,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01659291495249782,"score_gpt":0.2877013388438612,"score_spread":0.2711084238913634,"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."}}