{"id":"W4408070579","doi":"10.1111/1462-2920.70067","title":"Genetic Diversity and Anatoxin Profiles of Freshwater Benthic Cyanobacteria From Nova Scotia (Canada)","year":2025,"lang":"en","type":"article","venue":"Environmental Microbiology","topic":"Aquatic Ecosystems and Phytoplankton Dynamics","field":"Environmental Science","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"National Research Council Canada; Dalhousie University; University of New Brunswick","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Biology; Lake ecosystem; Cyanobacteria; Benthic zone; Ecology; River ecosystem; Species richness; Genetic diversity; Ecosystem; Genetics","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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00005751712,0.0001471829,0.0002189366,0.00002041887,0.0001393042,0.000004155752,0.0001996088,0.0001050301,0.003718661],"category_scores_gemma":[0.000003567164,0.0001365398,0.0000293709,0.00004152684,0.0003232784,0.00003679255,0.001179692,0.00008859552,0.00005832393],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001691446,"about_ca_system_score_gemma":0.00001116686,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.1461818,"about_ca_topic_score_gemma":0.4561045,"domain_scores_codex":[0.9991264,0.00006822118,0.0002303245,0.0003210447,0.00005859772,0.0001954272],"domain_scores_gemma":[0.9996115,0.00004415708,0.00009393571,0.0002041861,8.035084e-7,0.00004542304],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0000121661,0.00002936992,0.7204828,0.000007635062,0.00002711552,0.000003437923,0.000103531,0.00003061499,0.2784366,0.00001265918,0.0006808679,0.0001732156],"study_design_scores_gemma":[0.0003413368,0.00003810061,0.9722326,0.0000185721,0.000028025,0.000007791084,0.00009877697,0.0001935033,0.02323064,0.0001236557,0.003529579,0.0001574076],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.998089,0.0001383358,0.00009593855,0.0000677773,0.000241318,0.0001867622,0.0008261886,0.000005758252,0.0003489661],"genre_scores_gemma":[0.9985389,0.00001809826,0.0009414662,0.0002009845,0.0000103991,0.000001507964,0.0001120485,0.000006360433,0.0001702056],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3099227,"threshold_uncertainty_score":0.9971921,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.003870388305908017,"score_gpt":0.1657538792439697,"score_spread":0.1618834909380617,"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."}}