{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000119606,0.0001047572,0.0002729646,0.00007539207,0.00007411794,0.000009241174,0.000118753,0.0001096902,0.0002989394],"category_scores_gemma":[0.0003888747,0.00006669775,0.00006444938,0.0002518915,0.0002329718,0.00002292802,0.0001241062,0.0001351247,0.00002132397],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003011095,"about_ca_system_score_gemma":0.0007033053,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001805213,"about_ca_topic_score_gemma":0.0006914621,"domain_scores_codex":[0.9991884,0.00006441723,0.0002276091,0.0001884322,0.0001257735,0.0002053507],"domain_scores_gemma":[0.9989632,0.000506579,0.00006868039,0.0002677535,0.0001356068,0.00005819055],"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":[0.008244275,0.0003344224,0.02172158,0.0001170833,0.0004333848,0.00001322194,0.0009304218,0.000285458,0.04828335,0.00118948,0.8102044,0.1082429],"study_design_scores_gemma":[0.0004802067,0.002187621,0.01678432,0.0001277687,0.0001192587,0.00000320585,0.000078558,0.00005111805,0.04197147,0.00005108998,0.938076,0.00006934982],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9649327,0.002347614,0.000031476,0.02086304,0.001859084,0.0006014696,0.00002690191,0.00002560061,0.009312093],"genre_scores_gemma":[0.9398723,0.001120642,0.001575827,0.002947185,0.0001244782,0.0003189496,0.00000575777,0.00001699503,0.05401792],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1278716,"threshold_uncertainty_score":0.3273176,"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."}}