{"id":"W7135078577","doi":"10.5376/cge.2024.12.0021","title":"Clinical Validation of Non-Invasive Biomarkers in Colon Cancer Diagnosis","year":2024,"lang":"","type":"article","venue":"Cancer Genetics and Epigenetics","topic":"Colorectal Cancer Screening and Detection","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Colorectal cancer; Cancer; Biomarker; Colonic disease; Disease","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0006803314,0.0004079544,0.0007993173,0.0004035943,0.00008799991,0.0001087603,0.0001508555,0.000530521,0.0003882939],"category_scores_gemma":[0.0001459989,0.0004255713,0.0002411689,0.001044002,0.000444216,0.00006489424,0.0001408491,0.0004932798,0.000006624884],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003540086,"about_ca_system_score_gemma":0.001450524,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002321038,"about_ca_topic_score_gemma":0.002952403,"domain_scores_codex":[0.9966771,0.0001636589,0.001300663,0.0009111848,0.0004180662,0.0005293388],"domain_scores_gemma":[0.9981878,0.0005423421,0.0002666961,0.0003775897,0.0002849632,0.0003406167],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000991579,0.0001383467,0.4952076,0.001645239,0.0007058094,0.00003587596,0.001095434,0.001902459,0.002808302,0.000005642837,0.001091037,0.4943727],"study_design_scores_gemma":[0.003697186,0.008281409,0.5693316,0.009174666,0.002641962,0.00001270455,0.0007886239,0.0622223,0.3175412,0.0002899658,0.02496879,0.001049589],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7504317,0.2430463,0.0005236809,0.0006153372,0.004244751,0.0006978397,0.0002179973,0.00002151482,0.0002009499],"genre_scores_gemma":[0.6111273,0.387278,0.0002758814,0.00008571884,0.0007353794,0.0003425731,0.00001239677,0.00004768052,0.00009502863],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4933231,"threshold_uncertainty_score":0.9998196,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04355913108622304,"score_gpt":0.373362752585053,"score_spread":0.3298036214988299,"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."}}