{"id":"W3182097799","doi":"10.1073/pnas.2104642118","title":"The crucial role of genome-wide genetic variation in conservation","year":2021,"lang":"en","type":"article","venue":"Proceedings of the National Academy of Sciences","topic":"Genetic diversity and population structure","field":"Biochemistry, Genetics and Molecular Biology","cited_by":577,"is_retracted":false,"has_abstract":true,"ca_institutions":"MacEwan University","funders":"National Institute of General Medical Sciences; National Institutes of Health; National Science Foundation","keywords":"Biology; Extinction (optical mineralogy); Biodiversity; Genetic variation; Inbreeding depression; Conservation genetics; Evolutionary biology; Population; Genome; Variation (astronomy); Inbreeding; Ecology; Genetics; Gene; Demography; Sociology","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":[0.0003765476,0.00003847965,0.00005707768,0.0000320271,0.00009756135,0.000009800013,0.0002724221,0.0000644096,0.000005409147],"category_scores_gemma":[0.0004152293,0.0000270957,0.00003565214,0.0002806846,0.0002209175,0.000008884159,0.00009107256,0.00004241748,1.535622e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000005994722,"about_ca_system_score_gemma":0.00005238363,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000008534769,"about_ca_topic_score_gemma":0.000001441282,"domain_scores_codex":[0.9992746,0.000009622596,0.0001933432,0.0001150156,0.0003467968,0.00006069688],"domain_scores_gemma":[0.9994456,0.00002784018,0.0002318677,0.000008321769,0.0002768049,0.000009618784],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.00001264749,0.00001001084,0.09193567,0.00001031159,0.000007732524,1.494018e-9,0.0001223854,0.0007801575,0.9020482,0.00478026,0.00007235519,0.0002202502],"study_design_scores_gemma":[0.00008439898,0.00001288362,0.7109808,0.000006765001,0.000003881009,0.000001262606,0.0001351128,0.0001958932,0.2716689,0.01610558,0.0007803806,0.000024088],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9972666,0.000311838,0.000004909985,0.001136574,0.0000150875,0.00006429305,0.000008390336,6.783985e-7,0.001191649],"genre_scores_gemma":[0.9987477,0.00007010087,0.0009045364,0.0001590769,0.00003542789,0.000001489525,6.67142e-7,0.000001167579,0.00007983646],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6303793,"threshold_uncertainty_score":0.110493,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01848275559907253,"score_gpt":0.254178504397098,"score_spread":0.2356957487980255,"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."}}