{"id":"W1946258171","doi":"10.1111/j.1462-2920.2010.02154.x","title":"The structure of bacterial communities in the western Arctic Ocean as revealed by pyrosequencing of 16S rRNA genes","year":2010,"lang":"en","type":"article","venue":"Environmental Microbiology","topic":"Microbial Community Ecology and Physiology","field":"Environmental Science","cited_by":244,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université Laval","funders":"Bijzonder Onderzoeksfonds UGent; W. M. Keck Foundation; National Science Foundation","keywords":"Phylotype; Biology; Biogeochemical cycle; Arctic; Phylum; Ecology; Pyrosequencing; Bay; Dominance (genetics); 16S ribosomal RNA; Bacteroidetes; Species richness; Lineage (genetic); Oceanography; Gene; Genetics","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0003857267,0.0001737948,0.0002597814,0.00002152626,0.0002526963,0.00000696509,0.001022413,0.0002142987,0.003775982],"category_scores_gemma":[0.00001960759,0.0001133007,0.00006383334,0.00005988393,0.00262355,0.00005966588,0.0004675977,0.000629106,0.00004860998],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005250056,"about_ca_system_score_gemma":0.000008854465,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001825641,"about_ca_topic_score_gemma":0.01183155,"domain_scores_codex":[0.9982947,0.0008334151,0.0003747276,0.0001526799,0.00004598768,0.0002984549],"domain_scores_gemma":[0.9986433,0.0005147783,0.0002339149,0.0005818527,0.000001938765,0.00002425101],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.00007118603,0.00007879647,0.07943246,0.000005502309,0.00001459745,7.790265e-7,0.001846332,0.00001727558,0.9174033,0.00002223975,0.0009030412,0.0002045162],"study_design_scores_gemma":[0.001993828,0.001157814,0.337232,0.00003084561,0.00006860819,0.000563324,0.00591116,0.000007531243,0.544552,0.002624521,0.1051884,0.00066993],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9988628,0.0001045275,6.95336e-7,0.0001873305,0.0002393552,0.0002368199,0.0002546647,0.000004110325,0.0001096754],"genre_scores_gemma":[0.9988939,0.0001349824,0.00004807699,0.0003898687,0.00002365616,0.000001870505,0.0004019673,0.00001112301,0.00009461841],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3728513,"threshold_uncertainty_score":0.9971347,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.004677707085655109,"score_gpt":0.1947526602189067,"score_spread":0.1900749531332516,"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."}}