{"id":"W4282829225","doi":"10.1016/j.envpol.2022.119627","title":"Large-scale sampling of the freshwater microbiome suggests pollution-driven ecosystem changes","year":2022,"lang":"en","type":"article","venue":"Environmental Pollution","topic":"Microbial Community Ecology and Physiology","field":"Environmental Science","cited_by":31,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université du Québec à Montréal","funders":"","keywords":"Environmental science; Pollution; Ecosystem; Microbial population biology; STREAMS; Ecology; Aquatic ecosystem; Freshwater ecosystem; Carbon cycle; Mediterranean climate; Environmental chemistry; Biology","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004014694,0.0002284452,0.0003051941,0.0007542195,0.0005866907,0.0004972069,0.0001257028,0.0002459768,0.0007548817],"category_scores_gemma":[0.0006237155,0.0001349521,0.0002144571,0.001097439,0.0003492745,0.000316287,0.0007378398,0.0001734054,0.0001430018],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000216769,"about_ca_system_score_gemma":0.0004503029,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003401182,"about_ca_topic_score_gemma":0.009865955,"domain_scores_codex":[0.9996156,0.00007909923,0.00002445895,0.0001491047,0.00008040995,0.00005140154],"domain_scores_gemma":[0.9994904,0.00006785033,0.0002049515,0.00004577204,0.00009606221,0.00009502702],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001689097,0.0000673504,0.7256374,0.0001226685,0.0001091539,0.00006020996,0.0004357496,0.0001654192,0.2591239,0.00008507557,0.0001724596,0.01385171],"study_design_scores_gemma":[0.000002750666,0.00008482793,0.9951774,0.000006989873,0.00001913065,0.00006373155,0.0002209753,0.0001263747,0.003660579,0.00007274167,0.0005603229,0.000004233298],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.996474,0.0002207818,0.001318787,0.00003162988,0.000004769372,0.00002977434,0.001165538,0.00001612572,0.0007386413],"genre_scores_gemma":[0.9963182,0.0001758229,0.002094827,0.00006242997,0.000006327486,0.00003164558,0.0009774143,0.000004927474,0.0003284363],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003401182,"threshold_uncertainty_score":0.006762803,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008767148507787623,"score_gpt":0.2021600051529013,"score_spread":0.1933928566451137,"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."}}