{"id":"W2624173015","doi":"10.1002/hed.24764","title":"Morphologic and topographic radiologic features of human papillomavirus‐related and –unrelated oropharyngeal carcinoma","year":2017,"lang":"en","type":"article","venue":"Head & Neck","topic":"Head and Neck Cancer Studies","field":"Medicine","cited_by":49,"is_retracted":false,"has_abstract":true,"ca_institutions":"University Health Network; Princess Margaret Cancer Centre; University of Toronto","funders":"","keywords":"Concordance; Medicine; Lymph node; Nomogram; Human papillomavirus; Lymph; Pathology; Radiology; Internal medicine; Oncology","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000163293,0.0002160243,0.0007287355,0.0001029704,0.0004966097,0.00002328612,0.0001055891,0.0002059154,0.00005901519],"category_scores_gemma":[0.00009329687,0.00015851,0.00008116862,0.00008041332,0.0006803843,0.00007696786,0.000126286,0.0003112514,0.000003796419],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000178304,"about_ca_system_score_gemma":0.00002669615,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004849424,"about_ca_topic_score_gemma":0.00007178781,"domain_scores_codex":[0.9988583,0.00004908062,0.0002871981,0.0003697652,0.0001364101,0.0002992746],"domain_scores_gemma":[0.9991312,0.000045661,0.0001608116,0.0004411389,0.00006454087,0.0001566327],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003052288,0.0001204366,0.9327319,0.00025587,0.0001907655,0.000510432,0.0007487977,1.24562e-7,0.05368454,0.001014394,0.001968705,0.008468812],"study_design_scores_gemma":[0.003036352,0.001624782,0.9921467,0.0001852132,0.0001382718,0.0003168375,0.00006502691,0.00001239913,0.00123651,0.0006409952,0.0004390205,0.0001578313],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9721975,0.01718116,1.599123e-7,0.001015979,0.0001184734,0.0003039269,0.00001063265,0.00005770381,0.009114403],"genre_scores_gemma":[0.9967689,0.001873661,0.00009244212,0.0002407972,0.00005715583,0.00001386809,0.00001145027,0.00001744292,0.0009243189],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05941487,"threshold_uncertainty_score":0.6463852,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03347096904373376,"score_gpt":0.3214386736324414,"score_spread":0.2879677045887076,"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."}}