{"id":"W4417175177","doi":"10.1016/j.bjoms.2025.09.106","title":"Comparative analysis of histological and molecular methods for HPV detection in oropharyngeal cancer","year":2025,"lang":"en","type":"article","venue":"British Journal of Oral and Maxillofacial Surgery","topic":"Head and Neck Cancer Studies","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"Lady Davis Institute for Medical Research; Canadian Institutes of Health Research; McGill University","keywords":"Immunohistochemistry; Human papillomavirus; Cancer; Cancer detection; Papillomaviridae; Koilocyte","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004480428,0.00006846725,0.000979571,0.000276768,0.00004514807,0.000008769318,0.00001726766,0.00005372752,0.00001926455],"category_scores_gemma":[0.0001625091,0.00006231019,0.0001741872,0.000364024,0.0001020728,0.00004182914,0.0000169357,0.0001030572,1.293329e-8],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000425156,"about_ca_system_score_gemma":0.00007637298,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009609018,"about_ca_topic_score_gemma":0.0002918868,"domain_scores_codex":[0.9992844,0.00005340758,0.0003755967,0.0001051733,0.00007225096,0.0001092045],"domain_scores_gemma":[0.999561,0.00006619334,0.00013014,0.00002362252,0.0001638677,0.00005515996],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0006494891,0.00006660967,0.03278993,0.0000739102,0.0007183863,0.0001074084,0.00008619011,0.000003689918,0.006743188,0.00001967778,0.00007659736,0.9586649],"study_design_scores_gemma":[0.001184338,0.0002448822,0.9701384,0.0002015328,0.001473272,0.0001464105,0.0001762794,0.0002483783,0.007548274,0.000226979,0.01830776,0.0001035294],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9608614,0.03569523,0.002662012,0.0003089509,0.0001795997,0.00009971786,0.00001426674,0.000002440259,0.0001764027],"genre_scores_gemma":[0.9906781,0.007596571,0.00147612,0.0001897798,0.000008998955,0.000009836132,0.000001604349,0.000002329434,0.0000366482],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9585614,"threshold_uncertainty_score":0.2540936,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04779716297484227,"score_gpt":0.3908234240533238,"score_spread":0.3430262610784815,"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."}}