{"id":"W4321004943","doi":"10.1016/j.hal.2023.102405","title":"Genomic characterization of coexisting anatoxin-producing and non-toxigenic Microcoleus subspecies in benthic mats from the Wolastoq, New Brunswick, Canada","year":2023,"lang":"en","type":"article","venue":"Harmful Algae","topic":"Aquatic Ecosystems and Phytoplankton Dynamics","field":"Environmental Science","cited_by":17,"is_retracted":false,"has_abstract":true,"ca_institutions":"National Research Council Canada; University of New Brunswick","funders":"Environment and Climate Change Canada","keywords":"Biology; Subspecies; Microbial mat; Benthic zone; Cyanobacteria; Axenic; Botany; Metagenomics; Ecology; Gene; Bacteria; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001286722,0.0004598601,0.0004058602,0.00142121,0.0009339627,0.0008772112,0.0003496516,0.0002837297,0.0004248291],"category_scores_gemma":[0.0003957413,0.000212376,0.0004454377,0.002292677,0.0004263163,0.00017898,0.0006412318,0.0003782827,0.0001901573],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00191764,"about_ca_system_score_gemma":0.003003967,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.5576701,"about_ca_topic_score_gemma":0.7308596,"domain_scores_codex":[0.9996738,0.000007057102,0.00002049898,0.0001059956,0.0001046546,0.00008800627],"domain_scores_gemma":[0.9995866,0.00002707002,0.00007702968,0.00001412778,0.000196068,0.00009918871],"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":[0.0002632156,0.00007702212,0.3472664,0.0002373331,0.0001208209,0.000815973,0.003458246,0.0003312404,0.6332176,0.0001443768,0.0004388795,0.01362874],"study_design_scores_gemma":[0.000007031233,0.00005135261,0.989223,0.00002766042,0.00005195571,0.0003040861,0.002104526,0.0002822549,0.005087374,0.00001651446,0.002829121,0.00001520287],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.99222,0.0004488783,0.000415659,0.00005674369,0.000005550813,0.00005377654,0.005999488,0.000011813,0.0007881561],"genre_scores_gemma":[0.9745415,0.0009338878,0.002433179,0.0001456573,0.000005553079,0.00006904538,0.01989021,0.00003074431,0.001950234],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4423299,"threshold_uncertainty_score":0.8898698,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00951805561614886,"score_gpt":0.1972816373506884,"score_spread":0.1877635817345396,"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."}}