{"id":"W2084486694","doi":"10.1158/1538-7445.panca2012-b1","title":"Abstract B1: Validation of a panel of candidate pancreatic cancer serum biomarkers identifies SYCN and REG1B to significantly improve the performance of CA19.9.","year":2012,"lang":"en","type":"article","venue":"Diagnosis","topic":"Pancreatic and Hepatic Oncology Research","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University Health Network; Mount Sinai Hospital; University of Toronto","funders":"","keywords":"Pancreatic cancer; Cancer; Medicine; CA19-9; Internal medicine; Oncology; Computer science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006880105,0.0001130158,0.000470574,0.0001239931,0.00005004643,0.000005120355,0.00009983117,0.00007234457,0.0001800417],"category_scores_gemma":[0.0002938276,0.00007537178,0.00005606703,0.0002348462,0.0002383028,0.0001035852,0.00004809004,0.00008890038,0.000003696784],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004533498,"about_ca_system_score_gemma":0.0001323243,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004068864,"about_ca_topic_score_gemma":0.00009317365,"domain_scores_codex":[0.9988395,0.00005869689,0.0004052593,0.0001436699,0.0002909934,0.000261877],"domain_scores_gemma":[0.9986883,0.0004899899,0.0002319216,0.0002841196,0.0001812999,0.0001243413],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002148006,0.0001483214,0.9343649,0.0007441932,0.0002898736,0.000001026082,0.001692967,0.000002523015,0.05850383,0.00001072519,0.0006403178,0.003386579],"study_design_scores_gemma":[0.0004686327,0.0002474291,0.7821518,0.0003383197,0.0003459963,0.000002451018,0.0006374638,0.00007459855,0.2156237,0.000005474214,0.00004716907,0.0000569628],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9971203,0.0009972549,0.000003746374,0.0007093847,0.00008912371,0.0006592648,0.0001217968,0.000006301934,0.0002928585],"genre_scores_gemma":[0.9966732,0.002762928,0.00007577585,0.00005267591,0.0000479597,0.0002210619,0.00001025697,0.00001194641,0.0001442529],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1571199,"threshold_uncertainty_score":0.6150932,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04117234139305792,"score_gpt":0.3354525561576797,"score_spread":0.2942802147646217,"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."}}