{"id":"W7017081292","doi":"","title":"Advances in the treatment and diagnosis of human papillomavirus-related oropharyngeal cancer: the advantages of de-escalated therapeutic strategies and the need for standardized viral testing","year":2025,"lang":"en","type":"dissertation","venue":"eScholarship@McGill (McGill)","topic":"Head and Neck Cancer Studies","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Canadian Institutes of Health Research; Jewish General Hospital; McGill University","keywords":"MEDLINE; Disease; Clinical trial; Point-of-care testing; Selection (genetic algorithm)","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.009197227,0.0002073625,0.0003313339,0.0006117836,0.000387386,0.00228069,0.0005420938,0.0007866998,0.01110001],"category_scores_gemma":[0.01415899,0.0002101671,0.0002366833,0.0008837251,0.0008076309,0.001213216,0.001049223,0.002743121,0.001982128],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002224772,"about_ca_system_score_gemma":0.007010259,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009910407,"about_ca_topic_score_gemma":0.02048074,"domain_scores_codex":[0.9975751,0.001258925,0.0001200869,0.0001510942,0.000716607,0.0001781072],"domain_scores_gemma":[0.9910557,0.005077111,0.0005966414,0.0005155607,0.00188475,0.0008702516],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000253375,0.0001873869,0.003395774,0.0007294368,0.00001868477,0.00003899571,0.0006686111,0.0002532766,0.00149581,0.008175683,0.108749,0.8760341],"study_design_scores_gemma":[0.0001252183,0.0003968002,0.04806297,0.002220423,0.00005263684,0.0002220854,0.001182947,0.0002427787,0.001817017,0.007594788,0.9380437,0.0000386381],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"review","genre_scores_codex":[0.02768409,0.4205753,0.002416049,0.4666509,0.006544441,0.0001865246,0.001000024,0.0001133019,0.07482932],"genre_scores_gemma":[0.1778989,0.6486246,0.01078594,0.06965983,0.01046289,0.0002651176,0.0009447566,0.0001866031,0.08117136],"genre_candidate":"review","genre_consensus":null,"teacher_disagreement_score":0.01110001,"threshold_uncertainty_score":0.04864013,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02415493417197363,"score_gpt":0.3284759492813248,"score_spread":0.3043210151093512,"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."}}