{"id":"W3015791607","doi":"10.1139/facets-2019-0024","title":"Complementary responses of stream fish and benthic macroinvertebrate assemblages to environmental drivers in a shale-gas development area","year":2020,"lang":"en","type":"article","venue":"FACETS","topic":"Fish Ecology and Management Studies","field":"Environmental Science","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of New Brunswick","funders":"","keywords":"Benthic zone; Biomonitoring; Environmental science; Biota; Water quality; Abiotic component; Ecology; Nutrient; Benthos; Habitat; Oil shale; Ecosystem; Carboniferous; Geology; Biology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"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":[0.0001658205,0.0001187036,0.0001394501,0.0005717782,0.000340163,0.0003393516,0.0001309055,0.0001240928,0.0007049116],"category_scores_gemma":[0.0004105217,0.0001179669,0.00009515768,0.0004615346,0.000475626,0.0001735546,0.0003886177,0.0001265315,0.00007368818],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001013555,"about_ca_system_score_gemma":0.0006251915,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.138916,"about_ca_topic_score_gemma":0.4556006,"domain_scores_codex":[0.999866,0.00002711141,0.000007330822,0.00003635621,0.00002532786,0.00003781788],"domain_scores_gemma":[0.9997128,0.00002944876,0.00007848794,0.00001128824,0.00007158113,0.00009629833],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00007221001,0.00001321693,0.9944866,0.000005473798,0.00001995625,0.00003165091,0.0003563924,0.00007338256,0.003557477,0.00001279639,0.00002366726,0.001347142],"study_design_scores_gemma":[5.674692e-7,0.00001175286,0.9995736,7.066527e-7,0.000001678858,0.000006711609,0.0002751228,0.00004683388,0.00005666591,0.00000364029,0.00002203567,6.76791e-7],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9998912,0.000005897773,0.000009459499,0.000002596789,1.41048e-7,8.528322e-7,0.00002806199,3.1409e-7,0.00006148745],"genre_scores_gemma":[0.999728,0.00001351981,0.00003106884,0.000004576518,4.179238e-7,0.000002077399,0.00007402324,3.463854e-7,0.0001458299],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.138916,"threshold_uncertainty_score":0.2762149,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02139699432293502,"score_gpt":0.2203630577965016,"score_spread":0.1989660634735666,"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."}}