{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002756499,0.000122977,0.0004453206,0.00004300911,0.0002577349,0.000004766001,0.00012418,0.00009796007,0.0002555584],"category_scores_gemma":[0.0002147655,0.00005600592,0.0001736451,0.0003842333,0.0002838106,0.0000182766,0.00009399269,0.0002098921,0.00003687467],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001081103,"about_ca_system_score_gemma":0.001081694,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002916605,"about_ca_topic_score_gemma":0.003656005,"domain_scores_codex":[0.9989657,0.0001786276,0.0001992611,0.0001733997,0.0001652731,0.0003176751],"domain_scores_gemma":[0.9986429,0.0008762632,0.00009576348,0.00018997,0.00006607789,0.0001290311],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001213393,0.00008895859,0.7624131,0.00002337788,0.00028559,0.00006569392,0.001255168,0.0000454578,0.0007039953,0.00006540545,0.1933174,0.04052246],"study_design_scores_gemma":[0.002209736,0.003268123,0.8721694,0.00003942904,0.0001163004,0.00002917816,0.0001792871,0.0000474766,0.0003929763,0.00009630063,0.1213704,0.00008145321],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9657629,0.0004878988,4.352631e-7,0.02858596,0.0006313537,0.0004344585,0.0001256137,0.00004091099,0.003930438],"genre_scores_gemma":[0.9905145,0.00310921,0.000004092376,0.004635938,0.0001900427,0.0003178675,0.000005910108,0.00001351543,0.001208951],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1097563,"threshold_uncertainty_score":0.4409054,"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."}}