{"id":"W4399870418","doi":"10.3802/jgo.2025.36.e5","title":"Selective utilization of circulating tumor DNA testing enables disease monitoring in endometrial and ovarian carcinomas","year":2024,"lang":"en","type":"article","venue":"Journal of Gynecologic Oncology","topic":"Cancer Genomics and Diagnostics","field":"Biochemistry, Genetics and Molecular Biology","cited_by":13,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"BC Cancer Foundation; Vancouver Coastal Health Research Institute; Cancer Research Society","keywords":"Medicine; Disease; Ovarian carcinomas; Oncology; Ovarian cancer; Endometrial cancer; Ovarian carcinoma; Internal medicine; Cancer research; Cancer","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0007309964,0.0001822945,0.0002774698,0.0005553463,0.0001223796,0.0003893846,0.0001914718,0.00028754,0.0004589181],"category_scores_gemma":[0.003307093,0.0001362043,0.00009837491,0.0003604727,0.0002130124,0.0002636578,0.0001829867,0.0001977779,0.0001214878],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001707464,"about_ca_system_score_gemma":0.0002181618,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004539865,"about_ca_topic_score_gemma":0.0008318797,"domain_scores_codex":[0.9996691,0.0001097323,0.00004377896,0.00007267878,0.00006964758,0.00003516269],"domain_scores_gemma":[0.9988335,0.0005678337,0.0002982048,0.00006184473,0.000151447,0.00008723052],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0008756425,0.0000413552,0.9204476,0.0001024963,0.00003764864,0.0005566419,0.0001039266,0.0002518391,0.02367038,0.0000455347,0.0001406778,0.05372633],"study_design_scores_gemma":[0.00008934108,0.001740331,0.9423944,0.00008159554,0.0001791611,0.01316555,0.0002763418,0.004979685,0.03412125,0.0001441231,0.002809736,0.00001842366],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.996624,0.002464815,0.0004949109,0.00003865298,0.000006776369,0.00001150222,0.0000679532,0.0000124127,0.0002789059],"genre_scores_gemma":[0.9985441,0.0003302814,0.0009641784,0.00002512381,0.000009819268,0.000006491099,0.00006125249,0.000001399915,0.0000574747],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0007309964,"threshold_uncertainty_score":0.003865898,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04082490073125877,"score_gpt":0.3098354617841562,"score_spread":0.2690105610528974,"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."}}