{"id":"W4401626626","doi":"10.1158/1078-0432.ccr-24-1170","title":"Oxygen-Enhanced MRI Detects Incidence, Onset, and Heterogeneity of Radiation-Induced Hypoxia Modification in HPV-Associated Oropharyngeal Cancer","year":2024,"lang":"en","type":"article","venue":"Clinical Cancer Research","topic":"Cancer, Hypoxia, and Metabolism","field":"Biochemistry, Genetics and Molecular Biology","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"Princess Margaret Cancer Centre","funders":"Medical Research Council; Manchester Biomedical Research Centre; Cancer Research UK Manchester Centre; Cancer Research UK; National Institute for Health and Care Research; NIHR Biomedical Research Centre, Royal Marsden NHS Foundation Trust/Institute of Cancer Research; Royal Marsden NHS Foundation Trust","keywords":"Hypoxia (environmental); Incidence (geometry); Radiation tolerance; Radiation therapy; Medicine; Oxygen; Cancer; Pathology; Internal medicine; Chemistry; Physics","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":[0.0004876886,0.0002096511,0.000239254,0.0002813235,0.0001148722,0.0002393838,0.0002362302,0.000271051,0.00110997],"category_scores_gemma":[0.001168791,0.0001918728,0.0001631024,0.0001479383,0.0001953841,0.0002289367,0.0002303969,0.000210524,0.0001850401],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002930868,"about_ca_system_score_gemma":0.0001542827,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009884321,"about_ca_topic_score_gemma":0.001410405,"domain_scores_codex":[0.9998137,0.00006099451,0.00001224655,0.00005647858,0.00003324197,0.00002323221],"domain_scores_gemma":[0.999569,0.00009801437,0.0002203463,0.00003588171,0.00004424305,0.0000325997],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002742526,0.0002332233,0.8732955,0.00007720679,0.0001567982,0.000119824,0.0001479093,0.0008917705,0.1029406,0.00005325645,0.0001944907,0.01914681],"study_design_scores_gemma":[0.00003631858,0.001832419,0.9658439,0.000007611735,0.0001144375,0.0006661891,0.0001057076,0.002380912,0.02834661,0.00006600926,0.0005882205,0.00001172865],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9989235,0.0001460202,0.0006117091,0.00001109668,0.00000209265,0.00001334107,0.00009056783,0.00001179068,0.0001898936],"genre_scores_gemma":[0.999042,0.00004039478,0.0004973187,0.00001007925,0.000003605133,0.0000210775,0.000153386,0.000004392884,0.000227691],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00110997,"threshold_uncertainty_score":0.003713191,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1014253175139873,"score_gpt":0.4581648820716775,"score_spread":0.3567395645576902,"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."}}