{"id":"W2959236206","doi":"10.1177/0022034519853771","title":"HPV Status Improves Classification of Head and Neck Gray Zone Cancers","year":2019,"lang":"en","type":"article","venue":"Journal of Dental Research","topic":"Head and Neck Cancer Studies","field":"Medicine","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"Sinai Health System; Lunenfeld-Tanenbaum Research Institute; Princess Margaret Cancer Centre; Public Health Ontario; University of Toronto; University Health Network","funders":"Fundamental Research Funds for the Central Universities","keywords":"Medicine; Head and neck cancer; Internal medicine; Oncology; Proportional hazards model; Head and neck squamous-cell carcinoma; Hazard ratio; Basal cell; Cancer; Pathology; Confidence interval","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":[0.0006490704,0.00005983287,0.0002958797,0.0002203397,0.00004570097,0.00001265785,0.00006397968,0.00004117494,0.00007485842],"category_scores_gemma":[0.0001494067,0.00004277206,0.00005697482,0.0002180153,0.0001414888,0.0001045868,0.00004668257,0.0003761819,0.000009776877],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002673477,"about_ca_system_score_gemma":0.0004314021,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003251673,"about_ca_topic_score_gemma":0.0001619529,"domain_scores_codex":[0.9985387,0.00005674078,0.0002954372,0.00009859616,0.0007590333,0.0002514806],"domain_scores_gemma":[0.9990571,0.000116853,0.0001195291,0.0001095739,0.000413552,0.0001834433],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001675852,0.0001503194,0.4950282,0.0003393919,0.0001450697,0.00003494678,0.0007807978,6.63789e-7,0.3993816,0.00008757287,0.00268645,0.0996891],"study_design_scores_gemma":[0.002472916,0.00320836,0.9743025,0.0003178737,0.0000199541,0.00008321955,0.002938055,0.00005879745,0.01024623,0.0000349736,0.006272171,0.00004490044],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9910299,0.004518411,0.00000391718,0.0005268543,0.0001555645,0.000178448,0.000004158774,0.000002037393,0.003580775],"genre_scores_gemma":[0.9944203,0.004275294,0.0001679037,0.00002945537,0.0001161863,0.000002263725,9.076465e-7,0.000008689864,0.0009789292],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4792744,"threshold_uncertainty_score":0.1744194,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08014279644432187,"score_gpt":0.431584623022379,"score_spread":0.3514418265780571,"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."}}