{"id":"W7131871576","doi":"10.5376/cge.2025.13.0029","title":"Postoperative Recurrence Monitoring and ctDNA-Guided Intervention in Colorectal Cancer Patients","year":2025,"lang":"","type":"article","venue":"Cancer Genetics and Epigenetics","topic":"Cancer Genomics and Diagnostics","field":"Biochemistry, Genetics and Molecular Biology","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Colorectal cancer; Intervention (counseling); Cancer; Stage (stratigraphy); MEDLINE","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0002175741,0.0005634425,0.0005241163,0.0002065402,0.0002428005,0.000212848,0.0002828569,0.0004770646,0.00002135679],"category_scores_gemma":[0.0001393119,0.00066014,0.0001120142,0.0003518747,0.0003778016,0.00001072724,0.000669606,0.0003225354,0.000001065853],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002550376,"about_ca_system_score_gemma":0.0005369973,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008133853,"about_ca_topic_score_gemma":0.001868689,"domain_scores_codex":[0.9970495,0.0001246657,0.0008542397,0.001102717,0.0001980758,0.0006707741],"domain_scores_gemma":[0.9986556,0.00006258497,0.0002566791,0.0003163027,0.0004586391,0.0002502375],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002171733,0.000268565,0.772643,0.0002794972,0.0001951153,0.000003475326,0.0005816758,0.001263755,0.0199097,0.00008384511,0.000537244,0.2040169],"study_design_scores_gemma":[0.004697319,0.001153734,0.7080161,0.001335117,0.0003148833,0.000002472408,0.0004207511,0.002128839,0.2525204,0.0004395957,0.02781438,0.001156387],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8047383,0.1909985,0.0001658241,0.0003823205,0.002356025,0.0007137393,0.0004072843,0.000005063107,0.0002329113],"genre_scores_gemma":[0.6786264,0.3202938,0.0002489938,0.000156414,0.0002416834,0.0001679296,0.00004919795,0.00003617789,0.0001794597],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2326107,"threshold_uncertainty_score":0.999585,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01207296450338906,"score_gpt":0.3021012946129071,"score_spread":0.290028330109518,"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."}}