{"id":"W4386784892","doi":"10.1158/1557-3265.aacrahns23-po-037","title":"Abstract PO-037: Biomarkers for early diagnosis of human papillomavirus-related oropharyngeal cancer","year":2023,"lang":"en","type":"article","venue":"Clinical Cancer Research","topic":"Head and Neck Cancer Studies","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Concordance; Cancer; Internal medicine; Incidence (geometry); Oncology; Population; Digital polymerase chain reaction; HPV infection; Cervical cancer; Immunology; Polymerase chain reaction; Biology","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":[0.001637579,0.0005924109,0.0004917854,0.001537667,0.0002225449,0.001229005,0.0005816765,0.0006715063,0.004017858],"category_scores_gemma":[0.002202002,0.0001766697,0.000266424,0.001232024,0.0003220598,0.0007329254,0.000453837,0.0004908134,0.001362548],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004267272,"about_ca_system_score_gemma":0.0005620876,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005217352,"about_ca_topic_score_gemma":0.0004541871,"domain_scores_codex":[0.9991304,0.0002952836,0.00007817069,0.0001516939,0.0002654342,0.00007898104],"domain_scores_gemma":[0.9987125,0.0002633533,0.0004343039,0.00006527367,0.0003899775,0.0001344409],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002394978,0.0005969192,0.8240775,0.0007538239,0.0002628596,0.0002943158,0.00006969989,0.0004743205,0.017829,0.0004935696,0.008384557,0.1443683],"study_design_scores_gemma":[0.000318101,0.004906091,0.9233279,0.0003467404,0.0004439513,0.002743002,0.0002684359,0.003786433,0.02857591,0.001245367,0.03398281,0.00005521998],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9244012,0.03219625,0.00928035,0.002659488,0.0007336612,0.0007711074,0.01213995,0.0007601762,0.0170578],"genre_scores_gemma":[0.975201,0.00368661,0.01022106,0.0008897143,0.0004150412,0.0003833537,0.004596976,0.0000466036,0.004559505],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004017858,"threshold_uncertainty_score":0.01344109,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3594346748892142,"score_gpt":0.5758789169351914,"score_spread":0.2164442420459773,"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."}}