{"id":"W7161805039","doi":"10.82308/25810","title":"Cutaneous human papillomaviruses in head and neck cancers: risk factors or innocent bystanders","year":2022,"lang":"en","type":"dissertation","venue":"","topic":"Head and Neck Cancer Studies","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Head and neck cancer; Head and neck; Human papillomavirus; Cancer; Genotype; Referral; HPV infection","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.0005450415,0.0002144035,0.0003517401,0.000576681,0.0006500729,0.0009740136,0.0003804067,0.0005249658,0.005303198],"category_scores_gemma":[0.002470249,0.0001245039,0.0002622941,0.0005933091,0.0006578777,0.001115498,0.0005390815,0.0006174471,0.0004357138],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003617555,"about_ca_system_score_gemma":0.0006122558,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005858466,"about_ca_topic_score_gemma":0.007068931,"domain_scores_codex":[0.9996625,0.00006980538,0.00001938368,0.00007452552,0.00009179928,0.00008193096],"domain_scores_gemma":[0.9990393,0.0002079628,0.0003519261,0.00006227684,0.00007419833,0.0002644335],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00007119625,0.0001182629,0.9812714,0.0001066648,0.00001957955,0.0003704625,0.002128327,0.00001264064,0.000393802,0.0006842369,0.001015639,0.01380772],"study_design_scores_gemma":[0.000004867329,0.0001727644,0.9867735,0.0001756354,0.00005686793,0.00110433,0.005081455,0.00005541265,0.0001651299,0.0006688269,0.0057298,0.00001131912],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.980773,0.00835941,0.000135482,0.002581379,0.0000850274,0.00002129628,0.0001482136,0.000009893322,0.007886393],"genre_scores_gemma":[0.9947011,0.003042785,0.0000955854,0.0002053514,0.0001370624,0.000005627207,0.00007936289,0.000003477404,0.001729672],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005858466,"threshold_uncertainty_score":0.01774096,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04202622188367943,"score_gpt":0.360018325348347,"score_spread":0.3179921034646676,"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."}}