{"id":"W2791976945","doi":"10.1177/0194599818755353","title":"Patient Choice of Nonsurgical Treatment Contributes to Disparities in Head and Neck Squamous Cell Carcinoma","year":2018,"lang":"en","type":"article","venue":"Otolaryngology","topic":"Head and Neck Cancer Studies","field":"Medicine","cited_by":14,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Medicine; Head and neck squamous-cell carcinoma; Confidence interval; Odds ratio; Head and neck cancer; Logistic regression; Internal medicine; Epidemiology; Retrospective cohort study; Proportional hazards model; Surgery; Cancer; Oncology","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":[0.00004280804,0.0001234368,0.0005286768,0.0001070135,0.00004227903,0.000002897778,0.00002593929,0.00008096323,0.00002851344],"category_scores_gemma":[0.00007199824,0.00009520068,0.00003739379,0.0001155011,0.0001872952,0.00001719889,0.00005554099,0.00006322086,0.00001097008],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007607888,"about_ca_system_score_gemma":0.00005272113,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002209874,"about_ca_topic_score_gemma":0.002295627,"domain_scores_codex":[0.9991716,0.00004334775,0.000237049,0.000219085,0.00006523731,0.0002636609],"domain_scores_gemma":[0.9994749,0.0001718966,0.00003392655,0.0001525871,0.00006799403,0.0000986572],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0005215202,0.0003542494,0.9941462,0.00006702674,0.00001385683,0.00007782847,0.0008202178,1.888618e-7,0.001687039,0.0001885081,0.0005333998,0.001590025],"study_design_scores_gemma":[0.003930553,0.006197478,0.9555705,0.0000430881,0.00003230695,0.000027733,0.00007039869,0.00002183449,0.01069602,0.00002109859,0.02330989,0.00007904931],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9919192,0.002807971,0.000003290852,0.001601261,0.0001159728,0.0004265382,0.00001857878,0.00001200341,0.003095242],"genre_scores_gemma":[0.9987991,0.00005415309,0.0001193376,0.0006951104,0.00004808851,0.00007781943,0.000005281448,0.000009031005,0.0001920558],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03857559,"threshold_uncertainty_score":0.3882171,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01913894040215109,"score_gpt":0.2894471101594364,"score_spread":0.2703081697572853,"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."}}