{"id":"W4379012387","doi":"10.1016/j.envres.2023.116298","title":"Functional gene transcription variation in bacterial metatranscriptomes in large freshwater Lake Ecosystems: Implications for ecosystem and human health","year":2023,"lang":"en","type":"article","venue":"Environmental Research","topic":"Microbial Community Ecology and Physiology","field":"Environmental Science","cited_by":8,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Windsor","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Biology; Freshwater ecosystem; Ecology; Ecosystem; Dormancy; Taxon; Abundance (ecology); Botany","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002886557,0.0001394259,0.0001902378,0.0007707542,0.0002987088,0.0004403779,0.0001488015,0.0002673989,0.001215469],"category_scores_gemma":[0.0007243562,0.0001265138,0.0001818609,0.0006361303,0.0003365985,0.000258235,0.0004152386,0.0002190914,0.0001376214],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004206985,"about_ca_system_score_gemma":0.0002341901,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003218832,"about_ca_topic_score_gemma":0.005352176,"domain_scores_codex":[0.9997815,0.00005777468,0.00001155801,0.00007424708,0.00003364264,0.00004132326],"domain_scores_gemma":[0.999576,0.0001078575,0.0001244666,0.00002620777,0.00009285883,0.00007251881],"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":[0.001364642,0.00005773854,0.4100156,0.00009329124,0.0001185274,0.00008229061,0.001209804,0.0003534957,0.5766097,0.0008183154,0.000166452,0.00911013],"study_design_scores_gemma":[0.000005684426,0.00007214226,0.9910609,0.000006431178,0.00002057863,0.0000606805,0.0004365123,0.0007992228,0.007004255,0.0003060503,0.0002203653,0.00000720016],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9990183,0.000105329,0.0003132096,0.00002621452,0.000001821098,0.000001905124,0.0003174637,0.000004618267,0.0002111165],"genre_scores_gemma":[0.999357,0.00002947747,0.0001984246,0.00001594666,0.000002472441,0.000004262517,0.0002033816,0.000002544426,0.0001864322],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003218832,"threshold_uncertainty_score":0.006400168,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06028398638919623,"score_gpt":0.3269394563282332,"score_spread":0.2666554699390369,"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."}}