{"id":"W4366496785","doi":"10.1016/j.ejca.2023.04.014","title":"Circulating tumour DNA kinetics in recurrent/metastatic head and neck squamous cell cancer patients","year":2023,"lang":"en","type":"article","venue":"European Journal of Cancer","topic":"Cancer Genomics and Diagnostics","field":"Biochemistry, Genetics and Molecular Biology","cited_by":28,"is_retracted":false,"has_abstract":true,"ca_institutions":"Princess Margaret Cancer Centre; University Health Network","funders":"Ontario Ministry of Research, Innovation and Science; Government of Ontario; Public Health Agency; Princess Margaret Cancer Foundation","keywords":"Squamous cell cancer; Head and neck; Medicine; Head and neck cancer; Oncology; Cancer; Kinetics; DNA; Internal medicine; Cancer research; Surgery; Biology; Genetics","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":[0.0002940466,0.0001967439,0.0003604857,0.0003565688,0.0001829963,0.0004042384,0.0002063609,0.000343008,0.001538617],"category_scores_gemma":[0.001139302,0.0001242776,0.0001484633,0.0003533266,0.0001587941,0.0002556735,0.0002021574,0.0003443788,0.0003749457],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004697964,"about_ca_system_score_gemma":0.0002156054,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001378164,"about_ca_topic_score_gemma":0.001731807,"domain_scores_codex":[0.9998035,0.00003817213,0.00001946918,0.00006348594,0.0000470157,0.0000284542],"domain_scores_gemma":[0.9995046,0.0001117583,0.000208811,0.00002369362,0.00007057789,0.00008057088],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002837941,0.0001215328,0.9407305,0.0001554214,0.0001121658,0.0005564857,0.0002765638,0.0004522552,0.02220541,0.00005383326,0.0006822242,0.03181583],"study_design_scores_gemma":[0.00009302453,0.002069101,0.9824789,0.0000391771,0.0001300366,0.003302904,0.0002586239,0.001646037,0.007896919,0.00009713872,0.001972622,0.00001557451],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9981732,0.0008726295,0.0001519677,0.00003607604,0.000005709763,0.0000141751,0.0003642085,0.00001457942,0.0003673975],"genre_scores_gemma":[0.9989536,0.0001616046,0.000144947,0.00003787898,0.000007894503,0.00001500267,0.0004736971,0.000003620197,0.0002017168],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001538617,"threshold_uncertainty_score":0.005147159,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0160783280508068,"score_gpt":0.2699332835673543,"score_spread":0.2538549555165475,"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."}}