{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004557416,0.0002987302,0.001210355,0.00004303758,0.0001158332,0.000002374704,0.0005461923,0.0004926964,0.00001002405],"category_scores_gemma":[0.0001554872,0.0002076386,0.0004294171,0.0001012081,0.0007749448,0.000001044078,0.001155155,0.0001728692,0.00000726798],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002201352,"about_ca_system_score_gemma":0.0003883987,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000009375819,"about_ca_topic_score_gemma":0.00005344219,"domain_scores_codex":[0.9982211,0.0003339986,0.0007617231,0.0003775559,0.00004199038,0.0002636548],"domain_scores_gemma":[0.9984844,0.00007302187,0.0006886717,0.0004831452,0.0002187233,0.00005202404],"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":[0.00003966985,0.0001798525,0.0000641113,0.1888603,0.00111489,0.000004457961,0.0000631103,0.000002433241,0.005162576,0.0007434857,0.01620114,0.787564],"study_design_scores_gemma":[0.0001647388,0.0003004559,0.00001117798,0.007827654,0.0004449054,0.0001876433,0.000009286976,6.31799e-8,0.00009165651,0.00001807327,0.9907581,0.0001862073],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0001232142,0.9982131,0.0000291926,0.00005199209,0.0002216824,0.0005538631,0.0007086294,0.000002768204,0.00009558027],"genre_scores_gemma":[0.00004605613,0.9985952,0.0002768154,0.0001911592,0.0000575565,0.000009483384,0.000573462,0.00002016338,0.0002301509],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.974557,"threshold_uncertainty_score":0.8467256,"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."}}