{"id":"W4389766703","doi":"10.1200/go.23.00093","title":"Population-Level Access to Breast Cancer Early Detection and Diagnosis in Nigeria","year":2023,"lang":"en","type":"article","venue":"JCO Global Oncology","topic":"Global Cancer Incidence and Screening","field":"Medicine","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"Dalhousie University; University of British Columbia","funders":"National Cancer Institute; Memorial Sloan-Kettering Cancer Center","keywords":"Mammography; Breast cancer; Medicine; Population; Breast imaging; Breast biopsy; Biopsy; Breast ultrasound; Breast cancer screening; Radiology; Medical physics; Cancer; Environmental health; Internal medicine","routes":{"ca_aff":true,"ca_fund":false,"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":[0.0001748929,0.0001083568,0.0002887202,0.0001212048,0.00005691509,0.00003084469,0.0000892266,0.0001491507,0.00008733328],"category_scores_gemma":[0.0000978711,0.0001037784,0.00003377254,0.0009779121,0.00002640735,0.0001788181,0.0001114977,0.0001085361,0.00005678908],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000832279,"about_ca_system_score_gemma":0.0001125541,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.02276469,"about_ca_topic_score_gemma":0.05923321,"domain_scores_codex":[0.9989576,0.00004308615,0.0002253128,0.0002852219,0.0001789194,0.0003098005],"domain_scores_gemma":[0.9995332,0.00004746526,0.00005367236,0.0001133592,0.000076607,0.0001757466],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003211258,0.00002205427,0.8713197,0.00001257919,0.00001361802,0.00009014922,0.00009342464,0.00008592417,0.0001228658,0.00003005679,0.002189462,0.125699],"study_design_scores_gemma":[0.0007550167,0.0002763175,0.9953892,0.00008065681,0.00002206182,0.00009013137,0.0001028675,0.00009173605,0.00004813828,0.0002678614,0.002776547,0.00009950369],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9902874,0.00009519557,0.00003906979,0.007720469,0.0004581627,0.0003337004,0.00008540964,0.00007373314,0.0009069013],"genre_scores_gemma":[0.9968833,0.0001343266,0.0001116812,0.002367086,0.0002184482,0.0002124365,0.000009346708,0.000007729226,0.0000556292],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1255995,"threshold_uncertainty_score":0.9837428,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1203166410559358,"score_gpt":0.4363877424617865,"score_spread":0.3160711014058507,"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."}}