{"id":"W4393259518","doi":"10.1053/j.gastro.2024.03.022","title":"Liquid Biopsy for Colorectal Cancer Screening: Not So Bloody Fast","year":2024,"lang":"en","type":"editorial","venue":"Gastroenterology","topic":"Colorectal Cancer Screening and Detection","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":false,"ca_institutions":"McGill University","funders":"","keywords":"Colonoscopy; Medicine; Colorectal cancer; Incidence (geometry); Colorectal cancer screening; Bloody; Oncology; Stage (stratigraphy); Cancer; Internal medicine; Biopsy; Surgery","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01227093,0.004861828,0.006968984,0.005509927,0.004519801,0.009498979,0.005270286,0.03918697,0.0129827],"category_scores_gemma":[0.04783936,0.002443847,0.004737057,0.00257278,0.004123535,0.006766357,0.002712833,0.04799405,0.01383776],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006694259,"about_ca_system_score_gemma":0.004315296,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003773178,"about_ca_topic_score_gemma":0.01087216,"domain_scores_codex":[0.9889991,0.002842241,0.001505413,0.001186163,0.004866317,0.0006007844],"domain_scores_gemma":[0.9511498,0.02014832,0.003532142,0.001227916,0.01672027,0.007221453],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00004342131,0.00001052281,0.00002898486,0.000236057,0.00003405016,0.00009826992,0.000007062692,0.00001438337,0.00003613835,0.0001453241,0.9939409,0.005404767],"study_design_scores_gemma":[0.0002509052,0.00008233798,0.0004717013,0.001413156,0.0002675971,0.0006007046,0.00005824189,0.000240934,0.0001106745,0.001023512,0.9954275,0.00005271007],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"editorial","genre_gemma":"editorial","genre_scores_codex":[0.00001834231,0.01158749,0.00009484024,0.06411411,0.923102,0.00001455473,0.00002594295,0.00004193839,0.001000808],"genre_scores_gemma":[0.0001758809,0.003960237,0.00007730302,0.05210452,0.9408385,0.00001706177,0.0000153864,0.00002351649,0.002787661],"genre_candidate":"editorial","genre_consensus":"editorial","teacher_disagreement_score":0.03918697,"threshold_uncertainty_score":0.06489563,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01428435608584727,"score_gpt":0.2974899221277941,"score_spread":0.2832055660419468,"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."}}