{"id":"W3082212656","doi":"10.1002/ecy.3188","title":"Functional differentiation accompanies taxonomic homogenization in freshwater fish communities","year":2020,"lang":"en","type":"article","venue":"Ecology","topic":"Fish Ecology and Management Studies","field":"Environmental Science","cited_by":22,"is_retracted":false,"has_abstract":true,"ca_institutions":"The Scarborough Hospital; University of Toronto","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Homogenization (climate); Ecology; Freshwater fish; Biology; Fish <Actinopterygii>; Geography; Fishery; Biodiversity","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":[0.0004457639,0.0001991829,0.0002481688,0.001974727,0.0006989041,0.0004179394,0.0003188219,0.0003169574,0.0009275414],"category_scores_gemma":[0.001261111,0.0002230205,0.0002937367,0.0009121226,0.0009018037,0.0006972596,0.00092009,0.0002345203,0.0001336416],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007896097,"about_ca_system_score_gemma":0.0003719128,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009794507,"about_ca_topic_score_gemma":0.02200933,"domain_scores_codex":[0.9995808,0.00005636014,0.0000399337,0.0001586501,0.00009707319,0.00006720345],"domain_scores_gemma":[0.9990049,0.0001147059,0.000503785,0.00008296752,0.0001686722,0.0001250412],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001488316,0.00002986647,0.872315,0.0001672081,0.0001944758,0.0002855634,0.003104236,0.0008434604,0.1024164,0.0004053731,0.000249472,0.01984002],"study_design_scores_gemma":[8.814139e-7,0.00001497699,0.998935,0.000003583657,0.000004967706,0.00005627396,0.0002042588,0.0002278315,0.0002361726,0.0001078079,0.0002043771,0.000003897836],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9988185,0.0002314718,0.0003849875,0.00003117695,0.000001900653,0.000003087443,0.00006598431,0.00001037038,0.0004524162],"genre_scores_gemma":[0.9994125,0.00006283547,0.0002456952,0.00002150726,0.000005529761,0.000003981236,0.0001292348,0.000003101906,0.0001156711],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.009794507,"threshold_uncertainty_score":0.01947498,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02120422076762052,"score_gpt":0.1875005614644847,"score_spread":0.1662963406968642,"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."}}