{"id":"W3014349189","doi":"10.1177/1203475420915448","title":"Epidemiology and Patient Distribution of Oral Cavity and Oropharyngeal SCC in Canada","year":2020,"lang":"en","type":"article","venue":"Journal of Cutaneous Medicine and Surgery","topic":"Head and Neck Cancer Studies","field":"Medicine","cited_by":33,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University; University of Ottawa","funders":"Fonds de Recherche du Québec - Santé; Canadian Dermatology Foundation","keywords":"Medicine; Incidence (geometry); Epidemiology; Malignancy; Oral cavity; Cancer; Cancer registry; Internal medicine; Surgery; Dentistry","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003246043,0.00008774978,0.001026952,0.00004650259,0.00002347001,5.847047e-7,0.00001327812,0.00003399745,0.00001220008],"category_scores_gemma":[0.001622558,0.00005749034,0.00002717129,0.00008648781,0.0001360923,0.00002611907,0.00001787943,0.0001827721,3.2844e-8],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006623992,"about_ca_system_score_gemma":0.0004281664,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.1423583,"about_ca_topic_score_gemma":0.05763664,"domain_scores_codex":[0.9989133,0.00008359579,0.0006151827,0.00009497457,0.0001472318,0.0001457251],"domain_scores_gemma":[0.9983788,0.001003112,0.0002320365,0.00003566087,0.00009045877,0.0002599478],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0008738706,0.00002274838,0.9286883,0.0002703014,0.00006643814,0.00205937,0.000871546,0.000002238556,0.0002823247,0.00001382798,0.01635531,0.05049365],"study_design_scores_gemma":[0.002884622,0.004629056,0.9441261,0.001802504,0.0003359753,0.01244756,0.003833378,0.0005042923,0.0002151027,0.0001816936,0.02880205,0.00023766],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9634047,0.01295728,0.0000100363,0.02340118,0.0001236751,0.00005224528,0.000007360268,0.000001138887,0.00004239053],"genre_scores_gemma":[0.9902253,0.006765888,0.00001794497,0.002890098,0.0000906443,3.904763e-7,0.000002974174,0.000003749318,0.00000300272],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.08472166,"threshold_uncertainty_score":0.959559,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0483494828132602,"score_gpt":0.2894861881858513,"score_spread":0.2411367053725911,"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."}}