{"id":"W2497005597","doi":"10.1186/s12885-016-2579-4","title":"Socio-economic deprivation: a significant determinant affecting stage of oral cancer diagnosis and survival","year":2016,"lang":"en","type":"article","venue":"BMC Cancer","topic":"Head and Neck Cancer Studies","field":"Medicine","cited_by":64,"is_retracted":false,"has_abstract":true,"ca_institutions":"Canadian Centre for Applied Research in Cancer Control; Simon Fraser University; Providence Health Care; BC Cancer Agency","funders":"SFU Community Trust Endowment Fund","keywords":"Surgical oncology; Medicine; Stage (stratigraphy); Cancer; Oncology; Cancer survival; Internal medicine; Demography; Biology","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":[0.0001914836,0.0001402817,0.0004409648,0.0000490535,0.00007315895,0.000006299245,0.00004714684,0.00005535304,0.0007070368],"category_scores_gemma":[0.00006590805,0.00009249507,0.00007158623,0.0000568063,0.0001337004,0.00007132627,0.0000553268,0.00005552256,0.000004854803],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003038405,"about_ca_system_score_gemma":0.0003303223,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00323465,"about_ca_topic_score_gemma":0.005714521,"domain_scores_codex":[0.9990823,0.00002668815,0.0002482329,0.0002788185,0.0001244628,0.0002395315],"domain_scores_gemma":[0.9993218,0.000243979,0.0001302755,0.0001588329,0.00005551157,0.00008964077],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001293306,0.00002385779,0.9237732,0.0002283747,0.00007177037,0.000003649324,0.0003399087,0.000002482207,0.006227364,0.00005530897,0.0008892955,0.06825548],"study_design_scores_gemma":[0.003255656,0.0002676338,0.9437681,0.0009239627,0.0001408873,0.000002573924,0.0004358696,0.00006093176,0.036135,0.00003051148,0.01472074,0.0002581305],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9952956,0.002364241,0.000122811,0.001063455,0.0004153069,0.000297453,0.0001432047,0.00002715247,0.0002707619],"genre_scores_gemma":[0.9920893,0.005579503,0.0002013076,0.00009863707,0.000241379,0.0004790359,8.053241e-7,0.00002229402,0.001287743],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06799735,"threshold_uncertainty_score":0.7741557,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06487714348520159,"score_gpt":0.3512177222869884,"score_spread":0.2863405788017868,"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."}}