{"id":"W2166087881","doi":"10.1146/annurev.micro.58.030603.123654","title":"The Ecology and Genetics of Microbial Diversity","year":2004,"lang":"en","type":"review","venue":"Annual Review of Microbiology","topic":"Evolution and Genetic Dynamics","field":"Biochemistry, Genetics and Molecular Biology","cited_by":224,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Ottawa","funders":"","keywords":"Ecology; Context (archaeology); Diversity (politics); Biology; Natural selection; Ecosystem diversity; Genetic diversity; Evolutionary biology; Evolutionary ecology; Natural (archaeology); Ecological genetics; Biodiversity; Selection (genetic algorithm); Population; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006725243,0.0008761833,0.001337765,0.001820822,0.000457703,0.00218629,0.0009329053,0.002044204,0.001472499],"category_scores_gemma":[0.001014643,0.0003450556,0.0002641882,0.002638865,0.002385848,0.002541348,0.0009187126,0.001475835,0.001684243],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001345488,"about_ca_system_score_gemma":0.001395751,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001714765,"about_ca_topic_score_gemma":0.001869332,"domain_scores_codex":[0.9995872,0.0001024729,0.00003073932,0.0001056978,0.0001431799,0.00003061533],"domain_scores_gemma":[0.9996378,0.0001588455,0.00005833415,0.00002504317,0.00007461799,0.00004530042],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00004953848,0.0000288076,0.0009047719,0.00609222,0.00007875745,0.000376748,0.0002959823,0.001266212,0.00695101,0.03984557,0.02121835,0.922892],"study_design_scores_gemma":[0.000009859112,0.00006195095,0.003710744,0.001736731,0.00003916117,0.001583796,0.0002393827,0.0002090709,0.001568671,0.04307161,0.9477273,0.000041682],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0003829285,0.9952123,0.0009179824,0.0009456147,0.0003185985,0.000003941872,0.00001196259,0.00001219084,0.002194471],"genre_scores_gemma":[0.002759762,0.9948323,0.0006362015,0.0003208896,0.0003576406,0.000008141522,0.00001727592,0.000002376535,0.001065355],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.00218629,"threshold_uncertainty_score":0.009762228,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009080155454442854,"score_gpt":0.2822766346223102,"score_spread":0.2731964791678673,"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."}}