{"id":"W2747007778","doi":"10.1503/cmaj.161379","title":"Human papillomavirus in oropharyngeal cancer in Canada: analysis of 5 comprehensive cancer centres using multiple imputation","year":2017,"lang":"en","type":"article","venue":"Canadian Medical Association Journal","topic":"Head and Neck Cancer Studies","field":"Medicine","cited_by":58,"is_retracted":false,"has_abstract":true,"ca_institutions":"Public Health Ontario; Nova Scotia Cancer Centre; Calgary Laboratory Services; BC Cancer Agency; Princess Margaret Cancer Centre; Dalhousie University; Alberta Health Services; Ontario Institute for Cancer Research","funders":"","keywords":"Human papillomavirus; Medicine; Cancer; Oncology; Internal medicine","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0003415696,0.0001176767,0.0007020514,0.0004273621,0.0002883336,0.00002467574,0.0001401191,0.000138741,0.001005588],"category_scores_gemma":[0.0004398695,0.0001109539,0.00009213653,0.0003503665,0.00004606803,0.0001004124,0.00001977245,0.000516281,5.535716e-7],"about_ca_system_candidate":true,"about_ca_system_consensus":true,"about_ca_system_score_codex":0.008310146,"about_ca_system_score_gemma":0.0125475,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9964669,"about_ca_topic_score_gemma":0.9998962,"domain_scores_codex":[0.9978824,0.00009491418,0.000565977,0.0001599743,0.0008608138,0.0004359804],"domain_scores_gemma":[0.9983129,0.00008413825,0.0004577143,0.0001128534,0.0003904225,0.0006419721],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00001724345,0.00001735809,0.9831214,0.00001796956,0.0005197816,0.0004128669,0.0003779199,0.0007902699,0.0002100101,0.000003947839,0.001278211,0.013233],"study_design_scores_gemma":[0.001882545,0.00001735464,0.9850238,0.0002809907,0.0002361662,0.000005724436,0.0007599064,0.01058478,0.00004033398,0.000004224266,0.001065953,0.00009819233],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9918593,0.001228319,0.000002362323,0.006036918,0.0004302167,0.0001111175,0.000141533,0.000001787433,0.0001884802],"genre_scores_gemma":[0.9974551,0.0007188764,0.00001625165,0.001467525,0.0002814035,0.000007425052,0.000007066526,0.000009630458,0.00003678679],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01313481,"threshold_uncertainty_score":0.9999076,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03087149209432024,"score_gpt":0.3364476286322072,"score_spread":0.305576136537887,"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."}}