{"id":"W3080807994","doi":"10.3389/fonc.2020.01016","title":"Co-incidence of Human Papillomaviruses and Epstein–Barr Virus Is Associated With High to Intermediate Tumor Grade in Human Head and Neck Cancer in Syria","year":2020,"lang":"en","type":"article","venue":"Frontiers in Oncology","topic":"Viral-associated cancers and disorders","field":"Medicine","cited_by":23,"is_retracted":false,"has_abstract":true,"ca_institutions":"Jewish General Hospital","funders":"Qatar University","keywords":"Head and neck cancer; Virology; Head and neck; Epstein–Barr virus; Virus; Incidence (geometry); Medicine; Cancer research; Human papillomavirus; Cancer; Biology; Internal medicine; Surgery; Optics","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002221158,0.000219164,0.0009897134,0.0002990845,0.00004539104,0.00001010446,0.0001218475,0.0001981022,0.00005330978],"category_scores_gemma":[0.0001742372,0.0002079432,0.00003097267,0.0005018114,0.0002703576,0.00009147058,0.00005510711,0.0003985629,7.975516e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007216932,"about_ca_system_score_gemma":0.0002292498,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.007123142,"about_ca_topic_score_gemma":0.03246853,"domain_scores_codex":[0.9982972,0.0001439588,0.0005068952,0.0004493658,0.0001898475,0.000412773],"domain_scores_gemma":[0.9993603,0.00005314202,0.0002239339,0.0001233463,0.00004196733,0.0001973734],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0008527593,0.0002014108,0.9747266,0.00007981504,0.00007462202,0.0003468521,0.00668917,0.00002611601,0.008602012,0.00002414717,0.0067942,0.001582334],"study_design_scores_gemma":[0.01394472,0.004548832,0.9740282,0.000695482,0.0000751964,0.000004160981,0.002622874,0.0001353289,0.00254937,0.0004242144,0.0006719318,0.0002996811],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9951987,0.001459003,0.000006687639,0.002257598,0.0001511704,0.0005741644,0.00006443243,0.00002248729,0.0002657157],"genre_scores_gemma":[0.9945115,0.0004563094,0.0001774477,0.00463708,0.00003824674,0.00009075889,0.00001624119,0.00002919024,0.00004326698],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02534539,"threshold_uncertainty_score":0.9994885,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01959410392280235,"score_gpt":0.3217498979153483,"score_spread":0.3021557939925459,"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."}}