{"id":"W4410398626","doi":"10.1016/j.soi.2025.100148","title":"Association of neighborhood socioeconomic status and ethnic diversity with receipt of adjuvant chemotherapy in stage III colon cancer: A population-based cohort study","year":2025,"lang":"en","type":"article","venue":"Surgical Oncology Insight","topic":"Colorectal Cancer Screening and Detection","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Health Sciences Centre; Sinai Health System; Sunnybrook Health Science Centre; Women's College Hospital; University of Toronto","funders":"Ipsen; Innovation Fund; Advanced Accelerator Applications; Sunnybrook Research Institute; Cancer Care Ontario","keywords":"Socioeconomic status; Receipt; Medicine; Cohort; Ethnic group; Stage (stratigraphy); Oncology; Colorectal cancer; Population; Demography; Internal medicine; Adjuvant chemotherapy; Cancer; Environmental health; Biology; Political science; Sociology; Breast cancer","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":[0.0004274795,0.0001020979,0.0006346822,0.0001797779,0.00005661254,0.00000227342,0.00003574203,0.0001844682,0.0001029243],"category_scores_gemma":[0.00002649551,0.00008811717,0.00004699334,0.0002915245,0.00005525485,0.00003905853,0.0000379421,0.0002265018,2.363491e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001226199,"about_ca_system_score_gemma":0.0004334098,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007496838,"about_ca_topic_score_gemma":0.01375702,"domain_scores_codex":[0.9989556,0.0001714608,0.0003271838,0.000235497,0.0001559409,0.0001542908],"domain_scores_gemma":[0.9990698,0.0003676341,0.0002877273,0.0001074197,0.0001165241,0.00005090292],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.01103813,0.0004667891,0.9724092,0.00004074699,0.000218708,0.00001158975,0.0007809941,0.0001275264,0.00004985844,0.00001998116,0.00001847055,0.01481798],"study_design_scores_gemma":[0.01154005,0.004117487,0.9819564,0.00005176737,0.000171994,6.582623e-7,0.0002670611,0.0005283504,0.0003195748,0.00002034712,0.0009537493,0.0000725935],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9960654,0.0005226032,0.00001513434,0.0006870164,0.0001090992,0.0007711346,0.00001291131,0.00002010128,0.001796634],"genre_scores_gemma":[0.9990404,0.0004398758,0.00002456398,0.000126333,0.00001576948,0.00004636752,0.000014527,0.000005778894,0.0002864178],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01474539,"threshold_uncertainty_score":0.9991123,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01343837041383539,"score_gpt":0.3074870502162914,"score_spread":0.294048679802456,"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."}}