{"id":"W2786622731","doi":"10.5194/bg-15-3909-2018","title":"Microbial community structure in the western tropical South Pacific","year":2018,"lang":"en","type":"article","venue":"Biogeosciences","topic":"Microbial Community Ecology and Physiology","field":"Environmental Science","cited_by":21,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Montréal; Université Laval","funders":"Division of Ocean Sciences; Centre National d’Etudes Spatiales; Natural Environment Research Council; Centre National de la Recherche Scientifique; Agence Nationale de la Recherche; National Science Foundation","keywords":"Prochlorococcus; Phytoplankton; Transect; Biogeochemical cycle; Community structure; Biomass (ecology); Environmental science; Ecology; Microbial population biology; Abiotic component; Oceanography; Chlorophyll a; Plankton; Bacterioplankton; Synechococcus; Biogeochemistry; Biology; Nutrient; Cyanobacteria; Geology; Botany","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":[0.0003972892,0.00009404444,0.0001017053,0.00002813151,0.0008116892,0.00003630638,0.001163961,0.00009011398,0.001591051],"category_scores_gemma":[0.00003980583,0.00005840393,0.00002864888,0.0003599441,0.002412695,0.00009900826,0.0003080751,0.0003825888,0.0003124569],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002379168,"about_ca_system_score_gemma":0.00001229536,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002978194,"about_ca_topic_score_gemma":0.03763302,"domain_scores_codex":[0.9984975,0.0008557079,0.0001263041,0.0001513326,0.00009711248,0.0002720065],"domain_scores_gemma":[0.9994327,0.0001165854,0.00004702278,0.0003679707,0.000004715262,0.00003102001],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00003028146,0.0001175053,0.9108249,0.000002003965,0.000001985659,0.000001767944,0.01723098,0.000002180834,0.06573255,0.0001017851,0.005422522,0.0005315421],"study_design_scores_gemma":[0.0001213824,0.0002266826,0.9726146,0.000002564615,0.000002441061,0.00001261423,0.001635545,0.000009976596,0.0008181956,0.001108477,0.02335247,0.00009499607],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9964529,0.000004822029,0.00001080356,0.0005755837,0.0002300123,0.0001017784,0.00002410051,0.00001228359,0.002587706],"genre_scores_gemma":[0.998378,0.000001369039,0.0001061844,0.001341005,0.0000644518,0.000002100039,0.000008584668,0.000002289956,0.00009598905],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06491435,"threshold_uncertainty_score":0.9993216,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0199359501799168,"score_gpt":0.242176414353961,"score_spread":0.2222404641740442,"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."}}