{"id":"W2163012392","doi":"10.1186/1916-0216-43-2","title":"The relationship between survival and socio-economic status for head and neck cancer in Canada","year":2014,"lang":"en","type":"article","venue":"Journal of Otolaryngology - Head and Neck Surgery","topic":"Head and Neck Cancer Studies","field":"Medicine","cited_by":79,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ottawa Hospital; University of Ottawa; University of New Brunswick","funders":"American Head and Neck Society","keywords":"Socioeconomic status; Medicine; Head and neck cancer; Cancer; Larynx; Demography; Cancer registry; Population; Head and neck; Internal medicine; Surgery; Environmental health","routes":{"ca_aff":true,"ca_fund":false,"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":[0.0009312068,0.0001513247,0.0008234865,0.0001099536,0.0002653484,0.00001760069,0.00003784095,0.00009967759,0.000006517176],"category_scores_gemma":[0.0004879806,0.0001071806,0.00006769242,0.00005754137,0.0001541459,0.0001048114,0.0000308241,0.0003434877,3.114728e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002358844,"about_ca_system_score_gemma":0.001318863,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.07681412,"about_ca_topic_score_gemma":0.4456895,"domain_scores_codex":[0.9986091,0.0001328847,0.0005880446,0.0001730694,0.0001076827,0.000389278],"domain_scores_gemma":[0.9944724,0.004890893,0.0002444137,0.00009469789,0.00006573134,0.0002318646],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003420087,0.00000981048,0.9926651,0.0001052135,0.00008712443,0.0000155673,0.0001479033,0.00000116061,0.00001270368,0.0001269743,0.00193278,0.004553668],"study_design_scores_gemma":[0.001769258,0.000239984,0.9846925,0.0002578293,0.00006546145,0.00008137993,0.0001363643,0.00004536314,0.000008823296,0.000349589,0.01224746,0.0001060264],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9811289,0.009679147,0.00000553255,0.008343198,0.0005513287,0.0001663483,0.0000254785,0.000003569453,0.00009647848],"genre_scores_gemma":[0.9943448,0.004759984,0.00004467012,0.0003476328,0.0004122762,0.00001375423,0.00000314637,0.00001557651,0.00005819195],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3688754,"threshold_uncertainty_score":0.9293334,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04392099153136312,"score_gpt":0.3107593705928594,"score_spread":0.2668383790614963,"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."}}