{"id":"W3172457829","doi":"10.1111/odi.13938","title":"Prognostic value and cost benefit of HPV testing for oropharyngeal cancer patients","year":2021,"lang":"en","type":"article","venue":"Oral Diseases","topic":"Head and Neck Cancer Studies","field":"Medicine","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"BC Cancer Agency; Vancouver General Hospital; Occupational Cancer Research Centre; University of British Columbia","funders":"BC Cancer Foundation; Terry Fox Research Institute","keywords":"Oncology; Medicine; Human papillomavirus; Internal medicine; Immunohistochemistry; In situ hybridization; Cancer; Surrogate endpoint; Pathology; Biology; Gene; Gene expression","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":[0.00001455629,0.0000777861,0.0002615602,0.00001677042,0.00005791274,0.000006007611,0.00001768367,0.00001705192,0.00006013602],"category_scores_gemma":[0.0005596713,0.00006357658,0.00003904266,0.00009663378,0.00004455265,0.00003494639,0.00003426443,0.00002497922,7.026232e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002428244,"about_ca_system_score_gemma":0.0001320452,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00009061646,"about_ca_topic_score_gemma":0.00003665125,"domain_scores_codex":[0.9994643,0.000007224456,0.0001217554,0.0001557511,0.0001089152,0.0001420457],"domain_scores_gemma":[0.9993905,0.000127649,0.00003651488,0.00006565722,0.0002671548,0.0001125659],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001095776,0.0002308773,0.9144878,0.0005100995,0.000046722,0.000008742836,0.00004515466,0.000001892076,0.0003050472,0.00004843393,0.001110652,0.08309498],"study_design_scores_gemma":[0.001490703,0.0004116663,0.9959667,0.0002496707,0.0003096845,9.756591e-7,0.00004172741,0.0001225522,0.0007068246,0.00008346848,0.0005472591,0.00006879132],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9918541,0.006354877,0.000004369461,0.0002584784,0.0001009263,0.0004082109,0.0004878231,0.00001648544,0.0005147189],"genre_scores_gemma":[0.9987403,0.0001437088,0.0003655113,0.0002736421,0.00008056634,0.0001318752,0.00006003321,0.00001197047,0.0001924476],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.08302619,"threshold_uncertainty_score":0.2592578,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04105190984480857,"score_gpt":0.3269146994798662,"score_spread":0.2858627896350577,"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."}}