{"id":"W2031057277","doi":"10.1016/j.oraloncology.2014.07.004","title":"North-American survey on HPV-DNA and p16 testing for head and neck squamous cell carcinoma","year":2014,"lang":"en","type":"article","venue":"Oral Oncology","topic":"Head and Neck Cancer Studies","field":"Medicine","cited_by":28,"is_retracted":false,"has_abstract":false,"ca_institutions":"Centre Hospitalier de l’Université de Montréal","funders":"National Comprehensive Cancer Network","keywords":"Medicine; Otorhinolaryngology; Head and neck squamous-cell carcinoma; Head and neck cancer; Internal medicine; Oncology; Family medicine; Test (biology); Human papillomavirus; Cancer; Surgery","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":[0.000643754,0.0002407124,0.0003142348,0.0009933619,0.0007523481,0.0004508933,0.0003883833,0.0004056618,0.002693256],"category_scores_gemma":[0.001403294,0.0003616974,0.0003801241,0.002886902,0.0002776641,0.0006081507,0.0004876365,0.0004783041,0.000549848],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006872182,"about_ca_system_score_gemma":0.001087749,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.1557575,"about_ca_topic_score_gemma":0.2640256,"domain_scores_codex":[0.9993969,0.0002049769,0.00005635794,0.00008784456,0.0001498328,0.0001039868],"domain_scores_gemma":[0.9984856,0.0002670987,0.0003280271,0.00009475223,0.0005347161,0.0002897983],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00003997346,0.00005884736,0.9972047,0.00002507542,0.00004475953,0.00004097651,0.0003605603,0.00001412047,0.000184879,0.00001757123,0.000778381,0.001230156],"study_design_scores_gemma":[0.000002578631,0.00001980737,0.9986401,0.000008506486,0.00001704829,0.00004346339,0.0006051956,0.00001635991,0.00002407133,0.00000582168,0.0006154273,0.000001564375],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9907987,0.000571579,0.00007778714,0.0002303414,0.00003261995,0.00002998913,0.003312665,0.000006086481,0.004940263],"genre_scores_gemma":[0.995176,0.0007414363,0.00008054938,0.0002548133,0.00002305161,0.00003903964,0.002033316,0.000003841026,0.001648112],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1557575,"threshold_uncertainty_score":0.3097017,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06365162714394378,"score_gpt":0.3411101368669183,"score_spread":0.2774585097229745,"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."}}