{"id":"W4212827976","doi":"10.1002/hed.27007","title":"Tumor molecular differences associated with outcome disparities of Black patients with head and neck cancer","year":2022,"lang":"en","type":"article","venue":"Head & Neck","topic":"Head and Neck Cancer Studies","field":"Medicine","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"Canadian Institutes of Health Research; National Cancer Institute; Foundation for the National Institutes of Health","keywords":"Head and neck cancer; Medicine; Outcome (game theory); Head and neck; Oncology; Internal medicine; Cancer; Surgery; Economics","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":[0.00007044485,0.0002186577,0.0007030424,0.00007007104,0.0001758653,0.00001156609,0.00007462092,0.00002712234,0.0001093166],"category_scores_gemma":[0.00004339452,0.0001503133,0.00004688698,0.0002574513,0.0002339814,0.00005293398,0.00009615404,0.0002352522,0.0000011504],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001222619,"about_ca_system_score_gemma":0.0001284908,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001194236,"about_ca_topic_score_gemma":0.001258694,"domain_scores_codex":[0.9984577,0.00005456439,0.0002834341,0.0003035384,0.0005612533,0.0003394955],"domain_scores_gemma":[0.9993416,0.00005553183,0.0001460939,0.0001938278,0.0001400829,0.0001228371],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0006186884,0.0003458986,0.9970092,0.0001893238,0.0002114528,0.00005218992,0.00069974,0.00001180253,0.0000470433,0.00006697587,0.0004514869,0.0002961551],"study_design_scores_gemma":[0.00440025,0.002962436,0.9907275,0.0004656482,0.0001603709,0.000005389917,0.0003145837,0.0000523608,0.00009803296,0.00001997148,0.0005965879,0.0001969121],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.996538,0.001009991,0.000002456964,0.001033478,0.00007929935,0.0004445672,0.0001459398,0.00004259753,0.0007036134],"genre_scores_gemma":[0.9981301,0.00004921108,0.0000594493,0.001008653,0.00001978738,0.0001356411,0.00003096634,0.00003129134,0.0005348281],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.006281786,"threshold_uncertainty_score":0.6129599,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02285542339699107,"score_gpt":0.281689982041036,"score_spread":0.2588345586440449,"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."}}