{"id":"W3205916504","doi":"10.1016/j.scitotenv.2021.151156","title":"Altered microbiomes of aquatic macroinvertebrates and riparian spiders downstream of municipal wastewater effluents","year":2021,"lang":"en","type":"article","venue":"The Science of The Total Environment","topic":"Environmental DNA in Biodiversity Studies","field":"Environmental Science","cited_by":24,"is_retracted":false,"has_abstract":false,"ca_institutions":"McMaster University","funders":"Natural Sciences and Engineering Research Council of Canada; Natural Environment Research Council; Sight Research UK","keywords":"Riparian zone; Hydropsychidae; Biology; Ecology; Invertebrate; Aquatic insect; Upstream and downstream (DNA); Microbiome; Aquatic ecosystem; Habitat; Upstream (networking); Larva","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":"codex-gemma-dda1882f352a","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.0004346466,0.0001705558,0.0002490026,0.00002981447,0.0002705943,0.00001197934,0.0007349811,0.00003340159,0.0004271026],"category_scores_gemma":[0.0000391985,0.0001036832,0.000103532,0.0002509186,0.007325582,0.0001641788,0.002473708,0.00008673387,0.00005705074],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001289601,"about_ca_system_score_gemma":0.00000782991,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004794748,"about_ca_topic_score_gemma":0.000007101891,"domain_scores_codex":[0.9982788,0.00009481101,0.0003318788,0.0003491062,0.0006478251,0.0002975988],"domain_scores_gemma":[0.9989091,0.00005579934,0.0002596276,0.0007061591,0.000002878219,0.00006642451],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.00001323045,0.0001599047,0.03038169,0.00001941199,0.00003977187,7.524816e-7,0.001812801,0.004756943,0.9624038,0.00001387233,0.00007373477,0.0003241087],"study_design_scores_gemma":[0.0003219806,0.00007625557,0.2422677,0.00003356851,0.00006454538,0.00001307589,0.001751754,0.0005602441,0.754594,0.0001815848,0.00002369256,0.0001115894],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9983898,0.0001520743,0.000001487583,0.0005098626,0.0001095147,0.0002303838,0.00003086187,0.000003226527,0.0005727696],"genre_scores_gemma":[0.9981538,0.0001169966,0.001186416,0.00002520386,0.000004562314,0.000003207738,0.000001257711,0.00000614904,0.0005024115],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.211886,"threshold_uncertainty_score":0.9953759,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009385387362252699,"score_gpt":0.1927701191997478,"score_spread":0.1833847318374951,"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."}}