{"id":"W4410893472","doi":"10.1097/01.cot.0000000000000093","title":"The Use of Liquid Biopsies to Discover Recurrent Colon Cancer","year":2025,"lang":"en","type":"article","venue":"Oncology Times","topic":"Genetic factors in colorectal cancer","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Cancer; Medicine; Colorectal cancer; Gastroenterology; General surgery; Internal medicine","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.002003519,0.0005801113,0.0003796527,0.001085635,0.00036806,0.001194878,0.0005553298,0.0007185524,0.002940318],"category_scores_gemma":[0.006941304,0.0003308497,0.0005448852,0.0004686145,0.0006010004,0.0008627294,0.0004384888,0.001402092,0.0007257551],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001015048,"about_ca_system_score_gemma":0.0008911726,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003587686,"about_ca_topic_score_gemma":0.005512042,"domain_scores_codex":[0.998558,0.0006427838,0.0000724502,0.0002190393,0.0003893219,0.0001182729],"domain_scores_gemma":[0.9966101,0.001376582,0.0007959565,0.000299502,0.0006493075,0.0002684879],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.007437317,0.001386798,0.08375197,0.001649411,0.0004366191,0.00128931,0.0005249693,0.0005476254,0.03236046,0.001527198,0.03139719,0.8376911],"study_design_scores_gemma":[0.004988167,0.0425311,0.3761147,0.005282945,0.001853947,0.01363183,0.003304753,0.01494838,0.160778,0.009779692,0.3661778,0.0006085587],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7134568,0.1003126,0.06162661,0.03417499,0.008199664,0.003996071,0.003098278,0.004502127,0.07063279],"genre_scores_gemma":[0.9200524,0.01617706,0.03842814,0.01127152,0.001532936,0.001168384,0.0009499411,0.0001555188,0.01026412],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003587686,"threshold_uncertainty_score":0.01059574,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04250247514203166,"score_gpt":0.3650657713393246,"score_spread":0.3225632961972929,"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."}}