{"id":"W2917082643","doi":"10.3389/fmicb.2019.00281","title":"Drivers of Regional Bacterial Community Structure and Diversity in the Northwest Atlantic Ocean","year":2019,"lang":"en","type":"article","venue":"Frontiers in Microbiology","topic":"Microbial Community Ecology and Physiology","field":"Environmental Science","cited_by":79,"is_retracted":false,"has_abstract":true,"ca_institutions":"Fisheries and Oceans Canada; Bedford Institute of Oceanography; University of Calgary; Dalhousie University","funders":"Natural Sciences and Engineering Research Council of Canada; Ocean Frontier Institute; Universities Space Research Association","keywords":"Community structure; Biogeochemical cycle; Ecology; Beta diversity; Geography; Salinity; Water column; Biology; Oceanography; Biodiversity; Environmental science; Geology","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0003140779,0.00009711347,0.0002296892,0.00005125042,0.0001555814,0.000002494789,0.0005562852,0.0001744011,0.0006403374],"category_scores_gemma":[0.00001153739,0.0000782629,0.00002712208,0.0001187907,0.0007252371,0.0000538851,0.000686117,0.0005280913,0.000009087536],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005386377,"about_ca_system_score_gemma":0.000008039396,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005845106,"about_ca_topic_score_gemma":0.02317416,"domain_scores_codex":[0.998536,0.0009776389,0.0001431544,0.0001331515,0.00002113595,0.000188942],"domain_scores_gemma":[0.9995127,0.0001341746,0.00007432446,0.0002602726,0.000003642884,0.00001483067],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00009989092,0.00005066321,0.921056,0.000007967687,0.000008325052,0.000001521453,0.003493242,0.00005154803,0.06944662,0.00002016611,0.005724159,0.0000398709],"study_design_scores_gemma":[0.000700996,0.0001355507,0.9937452,0.000006498642,0.000006451674,0.00002457489,0.001064514,0.000008964366,0.0001833351,0.001097567,0.002927773,0.00009857031],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9992254,0.00001452947,0.000003227227,0.0001173109,0.0002950124,0.0001736037,0.00004130255,0.000003017122,0.0001266187],"genre_scores_gemma":[0.9991422,0.00002114276,0.0002319197,0.0003625764,0.000006785911,3.349642e-7,0.000219033,0.000002794772,0.00001327092],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.07268918,"threshold_uncertainty_score":0.9946504,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007810401439012521,"score_gpt":0.1856380843054468,"score_spread":0.1778276828664343,"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."}}