{"id":"W2076771204","doi":"10.1016/j.surg.2013.12.003","title":"A novel serum marker for biliary tract cancer: Diagnostic and prognostic values of quantitative evaluation of serum mucin 5AC (MUC5AC)","year":2013,"lang":"en","type":"article","venue":"Surgery","topic":"Cholangiocarcinoma and Gallbladder Cancer Studies","field":"Medicine","cited_by":35,"is_retracted":false,"has_abstract":false,"ca_institutions":"Pancreas Centre (Canada)","funders":"","keywords":"Medicine; Internal medicine; Biliary tract cancer; Gastroenterology; Mucin; Stage (stratigraphy); Tumor marker; Cancer; Biomarker; Immunoassay; Population; Lymph node; Pathology; Immunology; Antibody","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":[0.0009196781,0.0001677052,0.0005786759,0.0001716478,0.00004754866,0.000008248252,0.00003697881,0.00006687459,0.0001573303],"category_scores_gemma":[0.003222677,0.0001370426,0.0001636748,0.0002052242,0.0001504146,0.0001415171,0.00003026057,0.00007579521,0.000002168213],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000536674,"about_ca_system_score_gemma":0.0003432666,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006141899,"about_ca_topic_score_gemma":0.0000979109,"domain_scores_codex":[0.9985865,0.00007566159,0.0004405895,0.000271731,0.0003884359,0.0002370972],"domain_scores_gemma":[0.9948788,0.00383047,0.0002283838,0.0001869267,0.000800419,0.00007505866],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001016175,0.0002361251,0.9611458,0.0008819731,0.0002888725,0.000001602855,0.001012522,0.000007306383,0.002222252,0.00002147094,0.00359402,0.03048648],"study_design_scores_gemma":[0.001102576,0.0002047332,0.9922265,0.0006366779,0.0006945984,0.000008769266,0.0008606377,0.001414492,0.002312941,0.0003466385,0.00005828819,0.000133148],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9845262,0.01178573,0.00005452788,0.001381226,0.0002890854,0.001555958,0.0002425094,0.00001887856,0.000145949],"genre_scores_gemma":[0.9981863,0.0005563927,0.0003887168,0.0001084674,0.00008240458,0.0005544191,0.00002154445,0.0000249346,0.00007675539],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03108074,"threshold_uncertainty_score":0.5588433,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07927909842139627,"score_gpt":0.3363085867264264,"score_spread":0.2570294883050301,"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."}}