{"id":"W3176131831","doi":"10.1139/cjfas-2021-0073","title":"The alarming state of freshwater biodiversity in Canada","year":2021,"lang":"en","type":"article","venue":"Canadian Journal of Fisheries and Aquatic Sciences","topic":"Aquatic Invertebrate Ecology and Behavior","field":"Environmental Science","cited_by":65,"is_retracted":false,"has_abstract":true,"ca_institutions":"Canadian Wildlife Federation; University of Saskatchewan; Fisheries and Oceans Canada; Environment and Climate Change Canada; University of British Columbia; Carleton University; Wildlife Conservation Society Canada; Parks Canada; McGill University; University of Ottawa; Queen's University; Canadian Museum of Nature","funders":"Social Sciences and Humanities Research Council of Canada; Natural Sciences and Engineering Research Council of Canada; Canada Research Chairs; Fulbright Canada","keywords":"Threatened species; Endangered species; Invertebrate; Biodiversity; Conservation status; Ecology; Freshwater fish; Taxon; Unionidae; Biology; Geography; Freshwater ecosystem; Fishery; Ecosystem; Mollusca; Habitat; Bivalvia; Fish <Actinopterygii>","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0004076099,0.00004185457,0.00009293937,0.00002070415,0.0002947195,0.0000330177,0.0001680833,0.00001164894,0.00101114],"category_scores_gemma":[0.00009803172,0.00002719953,0.00001453315,0.0001771363,0.0006995777,0.0001481743,0.00002258978,0.00006634114,0.00000353434],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001249532,"about_ca_system_score_gemma":0.001661555,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.8915695,"about_ca_topic_score_gemma":0.9995512,"domain_scores_codex":[0.9993822,0.00004756183,0.000184429,0.00006712176,0.0001392579,0.0001794477],"domain_scores_gemma":[0.9996328,0.00009337557,0.00009738847,0.00004412472,0.000008851795,0.0001235014],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000001346701,0.000002065615,0.9879665,0.000001068432,0.000002536414,0.0001091953,0.0005391226,0.00003199808,0.00007162074,0.000006007167,0.003968748,0.007299825],"study_design_scores_gemma":[0.000211513,0.00009579327,0.975875,0.00002561957,0.00001466266,0.00008661998,0.007472637,0.001031285,0.002139488,0.001451411,0.01148033,0.0001156124],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9966066,0.000131317,0.000004976106,0.002674181,0.0001865774,0.00002004478,0.000004212224,1.932542e-7,0.0003718401],"genre_scores_gemma":[0.9993469,0.00002784717,0.0002353603,0.0002538964,0.000003469671,1.964463e-7,1.66918e-7,6.761574e-7,0.0001314741],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1079817,"threshold_uncertainty_score":0.9999021,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01266069930430152,"score_gpt":0.1802217718243047,"score_spread":0.1675610725200031,"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."}}