{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.006590686,0.0007208157,0.0008400869,0.001649501,0.0004845455,0.001835159,0.0007630493,0.001352116,0.002015546],"category_scores_gemma":[0.01921432,0.0004206544,0.0005044636,0.001010317,0.0008100793,0.00105911,0.0008293687,0.0008663656,0.0008933338],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004653135,"about_ca_system_score_gemma":0.0007282957,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008076475,"about_ca_topic_score_gemma":0.001442289,"domain_scores_codex":[0.9943991,0.002342297,0.0004935589,0.0008029621,0.001662781,0.000299152],"domain_scores_gemma":[0.98721,0.006862754,0.0016129,0.001060297,0.002911904,0.0003421739],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001972472,0.0002820055,0.8519986,0.0009065866,0.0004077007,0.0008130345,0.000411705,0.001126694,0.04750177,0.001213494,0.003004243,0.09036161],"study_design_scores_gemma":[0.0002484643,0.002864739,0.803255,0.0007530016,0.001100971,0.007107219,0.0009857789,0.01459667,0.1265894,0.003849514,0.03854616,0.0001030842],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8979748,0.04012484,0.03637123,0.00295938,0.0009020246,0.0004866689,0.003412588,0.0004676144,0.01730097],"genre_scores_gemma":[0.9791247,0.002632436,0.01336233,0.0008553978,0.0002537245,0.0001949905,0.001518606,0.0000531255,0.00200455],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.006590686,"threshold_uncertainty_score":0.03485525,"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."}}