{"id":"W4312211783","doi":"10.1177/17588359221143975","title":"Circulating tumor DNA in early-stage colon cancer: ready for prime time or needing refinement?","year":2022,"lang":"en","type":"review","venue":"Therapeutic Advances in Medical Oncology","topic":"Cancer Genomics and Diagnostics","field":"Biochemistry, Genetics and Molecular Biology","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"BC Cancer Foundation; Michael Smith Health Research BC","keywords":"Medicine; Liquid biopsy; Colorectal cancer; Stage (stratigraphy); Oncology; Minimal residual disease; Circulating tumor DNA; Internal medicine; Cancer; Clinical trial; Disease; Adjuvant; Leukemia","routes":{"ca_aff":true,"ca_fund":true,"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":[0.00916246,0.00059647,0.002932292,0.00166929,0.0005477672,0.003270323,0.001548193,0.003498001,0.002882189],"category_scores_gemma":[0.03724001,0.0005740506,0.001575768,0.001444341,0.00225056,0.006855592,0.001084507,0.004993686,0.001604531],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001647266,"about_ca_system_score_gemma":0.002951075,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003660252,"about_ca_topic_score_gemma":0.00533723,"domain_scores_codex":[0.9955776,0.001961755,0.0008938126,0.0004165734,0.0009745077,0.0001758582],"domain_scores_gemma":[0.9702995,0.01957477,0.002055306,0.0005932319,0.006750379,0.0007267917],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0008188094,0.00004798469,0.01184006,0.01566754,0.000508389,0.0007574009,0.0005565368,0.0002558555,0.001202148,0.009737941,0.09748758,0.8611198],"study_design_scores_gemma":[0.0001870759,0.000732049,0.01456757,0.03901007,0.00177193,0.006411377,0.002760252,0.0008578065,0.001711295,0.03260994,0.899128,0.0002526765],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.001191032,0.9286492,0.002476709,0.06241139,0.004155666,0.00002226442,0.000105753,0.00004598965,0.0009420172],"genre_scores_gemma":[0.02003318,0.9080151,0.00957526,0.04236982,0.01773235,0.00008855245,0.0002647866,0.00007357165,0.001847411],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.00916246,"threshold_uncertainty_score":0.04845625,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06832000875268691,"score_gpt":0.4248725844434207,"score_spread":0.3565525756907338,"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."}}