{"id":"W3126343107","doi":"10.1155/2021/6672373","title":"Does HPV Subtype Predict Outcomes in Head and Neck Cancers?","year":2021,"lang":"en","type":"article","venue":"International Journal of Otolaryngology","topic":"Head and Neck Cancer Studies","field":"Medicine","cited_by":13,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"Canadian Institutes of Health Research","keywords":"Medicine; Head and neck; Oncology; Internal medicine; Head and neck cancer; Cancer; Surgery","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":[0.0001303743,0.00008379811,0.0003895141,0.0001567952,0.00001671044,0.00001101198,0.00008854624,0.00006018769,0.0002549157],"category_scores_gemma":[0.0003095561,0.00005129025,0.00007412222,0.00006556758,0.00006506926,0.00009578111,0.00005838228,0.0002403518,0.000003727466],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001523207,"about_ca_system_score_gemma":0.0003504432,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001025638,"about_ca_topic_score_gemma":0.0008920382,"domain_scores_codex":[0.9991183,0.00003875606,0.0003603372,0.0001159712,0.0002384532,0.0001281937],"domain_scores_gemma":[0.9993342,0.0001000118,0.000129067,0.00006758843,0.0002933267,0.00007580898],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000342758,0.0000977223,0.9902918,0.00001495409,0.0003188688,0.002496873,0.0003797666,0.000002676508,0.0009268393,0.0001493639,0.000334644,0.004643761],"study_design_scores_gemma":[0.00272978,0.0003021125,0.9825233,0.0001448651,0.00002851827,0.001507129,0.0001305313,0.00002837022,0.0008938523,0.0002717006,0.0113869,0.00005291922],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9796616,0.001375948,0.00001912903,0.01544786,0.001624726,0.00004784333,0.000007399509,0.000005083342,0.001810359],"genre_scores_gemma":[0.9954042,0.001490502,0.0005528862,0.001734532,0.0003071016,0.000002770518,0.000002576774,0.000007350474,0.0004981051],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01574252,"threshold_uncertainty_score":0.2791148,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01735964924206499,"score_gpt":0.3233220971565311,"score_spread":0.3059624479144661,"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."}}