{"id":"W4387101836","doi":"10.1101/2023.09.26.559482","title":"Specialized Bacteroidetes dominate the Arctic Ocean during marine spring blooms","year":2023,"lang":"en","type":"preprint","venue":"bioRxiv (Cold Spring Harbor Laboratory)","topic":"Microbial Community Ecology and Physiology","field":"Environmental Science","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Manitoba","funders":"Agencia Estatal de Investigación; Natural Sciences and Engineering Research Council of Canada; Ministerio de Economía y Competitividad","keywords":"Bacteroidetes; Biology; Planctomycetes; Bacterioplankton; Phytoplankton; Arctic; Metagenomics; Ecology; Biochemistry; 16S ribosomal RNA; Nutrient; Gene","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"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":[0.0002778836,0.0006371642,0.0006467782,0.001345723,0.001130307,0.001127591,0.0001687134,0.0003203447,0.001047267],"category_scores_gemma":[0.0002899717,0.0002711551,0.0003659898,0.001624089,0.0002528317,0.0002193469,0.0005485691,0.000268914,0.0003940411],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001061916,"about_ca_system_score_gemma":0.001522169,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.2056569,"about_ca_topic_score_gemma":0.2575792,"domain_scores_codex":[0.9996721,0.00001268571,0.00001095218,0.0001266425,0.00007941497,0.00009835466],"domain_scores_gemma":[0.999742,0.00001693525,0.00004391761,0.00001267584,0.0001122432,0.00007221266],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.0007018784,0.00004451497,0.4469664,0.0002217524,0.0001841985,0.0002039934,0.0009410094,0.000565648,0.5354253,0.0001463244,0.001017811,0.0135812],"study_design_scores_gemma":[0.000002635406,0.0000225794,0.9919497,0.000008971808,0.00002551858,0.00005112248,0.0003658358,0.0002649789,0.00504031,0.00002229392,0.002237799,0.000008375519],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9867466,0.001421262,0.0004643929,0.00005605147,0.00001297881,0.00001657558,0.009525466,0.00004358405,0.001713173],"genre_scores_gemma":[0.9840036,0.0008235872,0.001104175,0.00007109295,0.00001402699,0.00002398253,0.01180563,0.00002360964,0.00213022],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2056569,"threshold_uncertainty_score":0.4089197,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01263847438118606,"score_gpt":0.2045765768197633,"score_spread":0.1919381024385772,"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."}}