{"id":"W2955783514","doi":"10.1002/ijc.32548","title":"Multiple imputation and clinico‐serological models to predict human papillomavirus status in oropharyngeal carcinoma: An alternative when tissue is unavailable","year":2019,"lang":"en","type":"article","venue":"International Journal of Cancer","topic":"Head and Neck Cancer Studies","field":"Medicine","cited_by":14,"is_retracted":false,"has_abstract":true,"ca_institutions":"Sinai Health System; Lunenfeld-Tanenbaum Research Institute; University of Toronto; University Health Network; Princess Margaret Cancer Centre; Public Health Ontario","funders":"National Institute of Dental and Craniofacial Research; Fundamental Research Funds for the Central Universities","keywords":"Medicine; Oncology; Serology; Internal medicine; Epidemiology; Antibody; Immunology","routes":{"ca_aff":true,"ca_fund":false,"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":[0.0381327,0.001932417,0.003320624,0.001642137,0.000698079,0.002384158,0.003591186,0.001776954,0.002791463],"category_scores_gemma":[0.05457962,0.0009812173,0.003893161,0.003369391,0.0006217276,0.001528327,0.00150834,0.003839774,0.001168629],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008796364,"about_ca_system_score_gemma":0.001826241,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008140355,"about_ca_topic_score_gemma":0.007152616,"domain_scores_codex":[0.9813294,0.01443632,0.0007305619,0.002302435,0.000773548,0.0004277415],"domain_scores_gemma":[0.9531438,0.03613979,0.002893212,0.004987692,0.002313653,0.0005219072],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.004543144,0.0007275258,0.2095907,0.0007155502,0.01060929,0.0008777624,0.0005511201,0.5536048,0.001531154,0.01347912,0.007711532,0.1960583],"study_design_scores_gemma":[0.0002222874,0.0004534429,0.01227123,0.00008780053,0.0004887729,0.0003088251,0.00006225871,0.9661193,0.0004574449,0.01737135,0.002074327,0.00008302036],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.08644401,0.002750438,0.9035342,0.002019939,0.0003168527,0.0003021786,0.002456275,0.0009947467,0.001181289],"genre_scores_gemma":[0.7663138,0.0009485222,0.2225556,0.0008752177,0.0003015804,0.0006078843,0.005136492,0.0002692317,0.002991788],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.0381327,"threshold_uncertainty_score":0.2016674,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05821489223231532,"score_gpt":0.3857228545507572,"score_spread":0.3275079623184419,"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."}}