{"id":"W4412786071","doi":"10.1038/s41588-025-02272-5","title":"Why genomic diversity should not be framed by census alone","year":2025,"lang":"en","type":"letter","venue":"Nature Genetics","topic":"Race, Genetics, and Society","field":"Biochemistry, Genetics and Molecular Biology","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"Genome Canada","funders":"","keywords":"Biology; Diversity (politics); Census; Computational biology; Genetics; Evolutionary biology; Demography; Anthropology; Sociology; Population","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":["metaepi_narrow","research_integrity"],"consensus_categories":["research_integrity"],"category_scores_codex":[0.0001974576,0.0007471624,0.0006144789,0.00008359963,0.0004792055,0.00008545437,0.001302494,0.008200713,0.00003878934],"category_scores_gemma":[0.00009873625,0.0008133236,0.0005415484,0.0001556319,0.0003170725,0.00000197205,0.00156406,0.003832573,0.000008909155],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001042252,"about_ca_system_score_gemma":0.0001898147,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004494252,"about_ca_topic_score_gemma":0.00004343155,"domain_scores_codex":[0.9965453,0.0001195812,0.0004171102,0.00136721,0.0007141693,0.0008366123],"domain_scores_gemma":[0.9979467,0.00004892168,0.0002482684,0.00127826,0.0003224708,0.0001553187],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00004046765,0.00004102629,0.0003123272,0.0001235128,0.000375925,0.00003252972,0.00007522606,0.00002535169,0.02603112,0.000001723978,0.9725609,0.000379905],"study_design_scores_gemma":[0.0006536504,0.0001404925,0.0003352016,0.00002133604,0.0002732519,0.000008100417,0.00003150824,0.00001990471,0.03705396,0.0000678122,0.9605898,0.0008050462],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.08582553,0.06254968,0.0009084264,0.8288745,0.006479677,0.001566377,0.009954518,0.0001429678,0.003698312],"genre_scores_gemma":[0.01256556,0.009181298,0.002126636,0.9449848,0.00594116,0.00001844327,0.008271176,0.0001242178,0.01678669],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.1161103,"threshold_uncertainty_score":0.9994318,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01212153442030152,"score_gpt":0.2486333313277987,"score_spread":0.2365117969074972,"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."}}