{"id":"W4385442820","doi":"10.1002/cam4.6191","title":"Blood and saliva‐derived <scp>ctDNA</scp> is a marker of residual disease after treatment and correlates with recurrence in human papillomavirus‐associated head and neck cancer","year":2023,"lang":"en","type":"article","venue":"Cancer Medicine","topic":"Cancer Genomics and Diagnostics","field":"Biochemistry, Genetics and Molecular Biology","cited_by":44,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University; McGill University Health Centre","funders":"McGill University Health Centre","keywords":"Saliva; Concordance; Medicine; Liquid biopsy; Biomarker; Head and neck cancer; Internal medicine; Oncology; Biopsy; Cancer; Pathological; Gastroenterology; Human papillomavirus; Biology","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":[0.0004545527,0.000207119,0.0002477577,0.0005956403,0.0001952974,0.0004392551,0.0001409339,0.0002856511,0.001273475],"category_scores_gemma":[0.001181617,0.00009071784,0.0001352899,0.0004007493,0.0002118211,0.0001622764,0.000176165,0.0003502214,0.0002785244],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001747343,"about_ca_system_score_gemma":0.0001274065,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009194827,"about_ca_topic_score_gemma":0.0007399233,"domain_scores_codex":[0.9996858,0.00005542998,0.0000256304,0.00006090324,0.0001341194,0.00003822228],"domain_scores_gemma":[0.9991882,0.0002213078,0.0002603389,0.00004725415,0.0001977892,0.00008501602],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0009993801,0.0001409193,0.9067833,0.0001446529,0.00009568136,0.0001721859,0.0002293062,0.0001204167,0.0627138,0.00002447552,0.0002912305,0.02828469],"study_design_scores_gemma":[0.000006974325,0.0008052625,0.9781465,0.00001427255,0.00007194599,0.001224619,0.0001634855,0.0003432911,0.01839351,0.00002639825,0.0007977518,0.000005937033],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9974329,0.001395305,0.00034714,0.00002182277,0.000009326715,0.00001283517,0.0002841513,0.00001548231,0.0004812389],"genre_scores_gemma":[0.9988706,0.0001750189,0.0002792024,0.00001814767,0.000009300676,0.00001113825,0.0003463,0.000004118358,0.0002862427],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001273475,"threshold_uncertainty_score":0.004260242,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01241596039003079,"score_gpt":0.2753336024432281,"score_spread":0.2629176420531973,"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."}}