{"id":"W4388724082","doi":"10.1200/jco.23.00954","title":"Clinical Validation of Human Papilloma Virus Circulating Tumor DNA for Early Detection of Residual Disease After Chemoradiation in Cervical Cancer","year":2023,"lang":"en","type":"article","venue":"Journal of Clinical Oncology","topic":"Cervical Cancer and HPV Research","field":"Medicine","cited_by":63,"is_retracted":false,"has_abstract":true,"ca_institutions":"Hôpital Maisonneuve-Rosemont; Jewish General Hospital; Sunnybrook Health Science Centre; Princess Margaret Cancer Centre; University Health Network; University of Toronto; Health Sciences Centre","funders":"","keywords":"Medicine; Digital polymerase chain reaction; Cervical cancer; Internal medicine; Oncology; Cancer; Stage (stratigraphy); Gastroenterology; Polymerase chain reaction; Biology","routes":{"ca_aff":true,"ca_fund":false,"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":[0.003249954,0.000299881,0.0003938062,0.0003548382,0.0003615966,0.0008599017,0.0004906979,0.0004064821,0.000781578],"category_scores_gemma":[0.007351343,0.0002426216,0.0003311533,0.0003304084,0.0004574323,0.0004097172,0.0004008275,0.0005152223,0.0003117257],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006005507,"about_ca_system_score_gemma":0.0006704604,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001709156,"about_ca_topic_score_gemma":0.001985003,"domain_scores_codex":[0.9988182,0.0005012676,0.00009755873,0.0003006798,0.0001856116,0.00009672073],"domain_scores_gemma":[0.9958657,0.001060986,0.001173472,0.0004778641,0.001079468,0.0003424957],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002206592,0.0001855256,0.9732588,0.0000673627,0.00008079809,0.00007640411,0.0001786026,0.0003258406,0.01058709,0.00004151457,0.0002794538,0.01271211],"study_design_scores_gemma":[0.0001853203,0.005433092,0.9742449,0.00006104149,0.0001629289,0.0007154515,0.000254863,0.003036887,0.01393775,0.0000905063,0.001853929,0.00002337607],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9976718,0.0005258142,0.0006828773,0.0000581763,0.00002081364,0.0001234354,0.000470797,0.00002145313,0.0004248633],"genre_scores_gemma":[0.998732,0.00006495718,0.0006169711,0.0000536284,0.000009579759,0.00005633635,0.0003439123,0.000006441164,0.0001162102],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003249954,"threshold_uncertainty_score":0.01718765,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1948038034222276,"score_gpt":0.5349917637318983,"score_spread":0.3401879603096707,"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."}}