{"id":"W4413792544","doi":"10.1002/jso.70069","title":"Impact of Social Determinants on Melanoma Outcomes in Canada: A Single‐Centre Retrospective Study","year":2025,"lang":"en","type":"article","venue":"Journal of Surgical Oncology","topic":"Cutaneous Melanoma Detection and Management","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of New Brunswick; Ottawa Hospital; University of Ottawa","funders":"","keywords":"Medicine; Odds ratio; Hazard ratio; Retrospective cohort study; Odds; Socioeconomic status; Demography; Logistic regression; Internal medicine; Stage (stratigraphy); Confidence interval; Population; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008801944,0.0005494627,0.0007637714,0.00170868,0.003361741,0.001597182,0.00137354,0.000611284,0.001664353],"category_scores_gemma":[0.001894845,0.0006342675,0.000918205,0.005076681,0.001046145,0.0004582386,0.00131976,0.0007860254,0.000276522],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.02062311,"about_ca_system_score_gemma":0.03119187,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9774365,"about_ca_topic_score_gemma":0.9823031,"domain_scores_codex":[0.9985586,0.0001048104,0.0001356256,0.000294774,0.0004582583,0.0004480211],"domain_scores_gemma":[0.9962909,0.0001909125,0.0009409111,0.0002385641,0.001485252,0.0008534812],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00004205823,0.00001829987,0.9982274,0.00003389231,0.00005703844,0.00008873591,0.0002042598,0.00002883566,0.0000635668,0.00003039156,0.0003357067,0.000869836],"study_design_scores_gemma":[0.00001120375,0.00003887078,0.9980097,0.00005392274,0.00006621001,0.0001882983,0.0008390513,0.0001540805,0.00004189335,0.00002206987,0.0005619391,0.00001266868],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9928046,0.001051259,0.0001645149,0.0002194029,0.00001304275,0.00009823118,0.004317292,0.00001211061,0.001319443],"genre_scores_gemma":[0.9973283,0.0005269894,0.0001691793,0.0001420981,0.0000082735,0.00003940048,0.001430018,0.000005766906,0.0003498933],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02256352,"threshold_uncertainty_score":0.1496319,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01882252381259391,"score_gpt":0.3351744243214524,"score_spread":0.3163519005088585,"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."}}