{"id":"W4414324339","doi":"10.1158/1538-7755.disp25-a134","title":"Abstract A134: Completeness of social determinants of health data collection for patients with breast cancer at a tertiary care cancer center","year":2025,"lang":"en","type":"article","venue":"Cancer Epidemiology Biomarkers & Prevention","topic":"Global Cancer Incidence and Screening","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"","keywords":"Breast cancer; Ethnic group; Health care; Social determinants of health; Health equity; Data collection; Cohort; Cancer","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":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.01666175,0.0003106144,0.0005380028,0.00363994,0.001827088,0.002177467,0.001393613,0.0003442361,0.003322849],"category_scores_gemma":[0.07536625,0.0003799742,0.0008468635,0.007789379,0.0009048394,0.00108676,0.002031539,0.0006439894,0.000580003],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01263828,"about_ca_system_score_gemma":0.03372084,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.4251662,"about_ca_topic_score_gemma":0.470666,"domain_scores_codex":[0.9774239,0.004283001,0.006350335,0.001601213,0.008754795,0.001586704],"domain_scores_gemma":[0.8615074,0.02777672,0.0448858,0.00930604,0.05120197,0.0053222],"domain_codex":null,"domain_gemma":"reporting","domain_candidate":"reporting","domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00007806129,0.00003399935,0.9820567,0.00028615,0.00006704098,0.00003506048,0.0006820244,0.0001173403,0.0001160163,0.0001203136,0.006224367,0.01018292],"study_design_scores_gemma":[0.00001046352,0.00005430175,0.9933762,0.0001845458,0.00002488312,0.00003967829,0.0009485181,0.0003731982,0.0002077426,0.00003949915,0.004729847,0.00001117004],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8487976,0.001276741,0.003703061,0.003711748,0.00009890228,0.003254418,0.1235004,0.0003506634,0.01530653],"genre_scores_gemma":[0.9591069,0.0004754188,0.005365534,0.000640039,0.00006763589,0.001822428,0.03127311,0.00004544359,0.001203449],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9833382,"threshold_uncertainty_score":0.8453829,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1218269555464517,"score_gpt":0.4493331134788936,"score_spread":0.3275061579324419,"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."}}