{"id":"W2807503041","doi":"10.1016/j.hpb.2018.04.005","title":"Serum tumor markers enhance the predictive power of the AJCC and LCSGJ staging systems in resectable intrahepatic cholangiocarcinoma","year":2018,"lang":"en","type":"article","venue":"HPB","topic":"Cholangiocarcinoma and Gallbladder Cancer Studies","field":"Medicine","cited_by":32,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Ottawa","funders":"Bodossaki Foundation","keywords":"Medicine; Intrahepatic Cholangiocarcinoma; Internal medicine; Oncology; Cohort; Cancer; Overall survival; AJCC staging system; Gastroenterology; Staging system","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":[0.0003814281,0.000140764,0.000280109,0.00006615829,0.000131068,0.00002214432,0.0001486482,0.0000368794,0.00003259634],"category_scores_gemma":[0.0001358818,0.00007887877,0.00005755529,0.0003151831,0.0003420505,0.00007281147,0.000143484,0.0002115664,0.000004692178],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008349982,"about_ca_system_score_gemma":0.00008315291,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008999336,"about_ca_topic_score_gemma":0.0002916596,"domain_scores_codex":[0.9988467,0.0001013265,0.000252416,0.0002485388,0.0002685684,0.0002825213],"domain_scores_gemma":[0.9991886,0.0001170081,0.0001046553,0.0004257848,0.000114096,0.00004986165],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003269211,0.00003792093,0.9863825,0.0001804037,0.0001237552,0.00001663084,0.006700324,0.000002508413,0.001472748,0.00004130896,0.003999787,0.0007151488],"study_design_scores_gemma":[0.0007230336,0.000294588,0.9908537,0.0004391303,0.0000692029,0.00003525315,0.003844443,0.00131858,0.00137886,0.00001516041,0.0009432282,0.00008485778],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9893132,0.004445313,0.00004013357,0.0007522288,0.0003851076,0.0006572151,0.00001705773,0.00001858638,0.004371183],"genre_scores_gemma":[0.9988581,0.0000454985,0.00002836235,0.00030671,0.0001606626,0.00005267427,8.523385e-7,0.00001730253,0.0005298414],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.009544922,"threshold_uncertainty_score":0.3216583,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009719067124625436,"score_gpt":0.2462213319823373,"score_spread":0.2365022648577118,"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."}}