{"id":"W2471843186","doi":"10.3748/wjg.v21.i21.6604","title":"Pancreatic cancer serum biomarker PC-594: Diagnostic performance and comparison to CA19-9","year":2015,"lang":"en","type":"article","venue":"World Journal of Gastroenterology","topic":"Cancer, Lipids, and Metabolism","field":"Biochemistry, Genetics and Molecular Biology","cited_by":23,"is_retracted":false,"has_abstract":true,"ca_institutions":"Phenomenome Discoveries (Canada)","funders":"","keywords":"Gastroenterology; Medicine; Internal medicine; Receiver operating characteristic; CA19-9; Biomarker; Pancreatic cancer; Area under the curve; Cancer; Chemistry","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":[0.0003336774,0.0001697478,0.0004066961,0.0001633813,0.00004241149,0.00001931178,0.0001859944,0.00005732093,0.0000254263],"category_scores_gemma":[0.0001197196,0.0001473118,0.00007433672,0.00009118643,0.0000967279,0.00001040328,0.0001080478,0.000149856,0.000004688123],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003432285,"about_ca_system_score_gemma":0.00009301661,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004632008,"about_ca_topic_score_gemma":0.0009867118,"domain_scores_codex":[0.9987684,0.0001082841,0.0004153235,0.0001990665,0.000149971,0.0003589036],"domain_scores_gemma":[0.9990245,0.00002399099,0.0002419894,0.0001758223,0.0001871408,0.0003466228],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.001849534,0.00007390913,0.8355797,0.00002303859,0.0001520039,0.000001527259,0.0001759857,0.0006486239,0.0109827,0.000004107661,0.145566,0.004942937],"study_design_scores_gemma":[0.003054602,0.002468834,0.4538768,0.00009485148,0.0001648134,0.0003789605,0.0001543973,0.00013084,0.001516456,0.00001163581,0.5379832,0.0001646426],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.989362,0.003441749,0.0005630159,0.001382279,0.004993344,0.0001120642,0.00001409985,0.000003822277,0.0001276316],"genre_scores_gemma":[0.9923059,0.001202924,0.0004899331,0.001338738,0.004066353,0.00001275008,0.000004655043,0.00001936082,0.0005594267],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3924172,"threshold_uncertainty_score":0.6007202,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01755120110421857,"score_gpt":0.2741100124175651,"score_spread":0.2565588113133465,"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."}}