{"id":"W4319160798","doi":"10.1016/j.oraloncology.2023.106332","title":"The collateral impact of the COVID-19 pandemic on HPV-positive oropharyngeal cancer diagnosis","year":2023,"lang":"en","type":"article","venue":"Oral Oncology","topic":"Head and Neck Cancer Studies","field":"Medicine","cited_by":24,"is_retracted":false,"has_abstract":false,"ca_institutions":"Princess Margaret Cancer Centre; University of Toronto; Michener Institute","funders":"University of Warwick; Princess Margaret Cancer Foundation","keywords":"Medicine; Cohort; Pandemic; Cohort study; Retrospective cohort study; Stage (stratigraphy); Cancer; Coronavirus disease 2019 (COVID-19); Internal medicine; Pediatrics; Disease; Infectious disease (medical specialty)","routes":{"ca_aff":true,"ca_fund":true,"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":[0.004283428,0.000190289,0.0002942749,0.0008665051,0.0008864931,0.002011758,0.0003866986,0.0006975876,0.0220226],"category_scores_gemma":[0.0315466,0.000218619,0.0004537608,0.001726535,0.001018594,0.002212728,0.002733154,0.001651331,0.001085123],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001469263,"about_ca_system_score_gemma":0.003441876,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02424503,"about_ca_topic_score_gemma":0.03545931,"domain_scores_codex":[0.9974635,0.001277779,0.0001519283,0.0002142367,0.0004194018,0.0004731696],"domain_scores_gemma":[0.9835671,0.006399332,0.004436743,0.001511184,0.002266278,0.001819235],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0006789923,0.00007409573,0.9566543,0.0002596367,0.0001528507,0.0003590234,0.001016058,0.0001487097,0.0001976863,0.003440073,0.004220429,0.03279804],"study_design_scores_gemma":[0.00001661981,0.000307004,0.9795256,0.0005406198,0.0001618846,0.0006453755,0.003595689,0.0001939261,0.0002121481,0.001194462,0.01358974,0.00001695873],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8560732,0.02047541,0.0004448845,0.02607948,0.0008156555,0.0001175394,0.008385054,0.00002530562,0.08758349],"genre_scores_gemma":[0.9914077,0.004480914,0.00009828577,0.0007917434,0.0003486847,0.0000143664,0.0005923692,0.000007906508,0.002258077],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02424503,"threshold_uncertainty_score":0.07367295,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0945225587009687,"score_gpt":0.4494681444424291,"score_spread":0.3549455857414604,"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."}}