{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002445168,0.0001687045,0.0003849443,0.0003729225,0.0002542577,0.000407747,0.0002099732,0.0003609806,0.001098989],"category_scores_gemma":[0.001807885,0.00009524892,0.0003251071,0.0005265553,0.0001493574,0.0003050929,0.0002126009,0.0005303596,0.000155064],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003253797,"about_ca_system_score_gemma":0.0004541728,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002061006,"about_ca_topic_score_gemma":0.004384355,"domain_scores_codex":[0.999755,0.00004840569,0.00003322502,0.00004305776,0.00006263416,0.00005760227],"domain_scores_gemma":[0.999421,0.0001411369,0.0002145693,0.00002405546,0.00007171067,0.0001275449],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001157082,0.0001121054,0.9646301,0.00008439061,0.00005308585,0.0005271098,0.00008899054,0.0001416126,0.0009507454,0.00005215006,0.0005624279,0.03164008],"study_design_scores_gemma":[0.00002925705,0.0006791875,0.9932151,0.00008531466,0.0001924738,0.001716987,0.0002897105,0.0008395906,0.000879969,0.0001434361,0.001913129,0.00001583533],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9894691,0.006383087,0.0004321632,0.0005511519,0.00007524467,0.00002072517,0.0003276604,0.00001897736,0.002721891],"genre_scores_gemma":[0.9974923,0.001057166,0.0004154565,0.0001861944,0.00005574603,0.00001616376,0.0003221953,0.000004518175,0.0004502758],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002061006,"threshold_uncertainty_score":0.004097998,"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."}}