{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001490361,0.000142641,0.0002748519,0.003063956,0.003388873,0.002222215,0.0009672895,0.0003331219,0.001602532],"category_scores_gemma":[0.004015595,0.0001715364,0.0001824976,0.005457965,0.001804783,0.0007560159,0.0010974,0.0005282779,0.00007422757],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.03637957,"about_ca_system_score_gemma":0.04425832,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9936932,"about_ca_topic_score_gemma":0.998122,"domain_scores_codex":[0.9984719,0.00009002204,0.00007509595,0.0001859304,0.0008401598,0.0003367513],"domain_scores_gemma":[0.9914991,0.0007807331,0.001333277,0.000138271,0.004808035,0.001440483],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001016406,0.00002326651,0.9026492,0.0004101155,0.00008725327,0.0003902894,0.008071902,0.000493397,0.001532714,0.002203044,0.008197629,0.07583953],"study_design_scores_gemma":[0.000002137966,0.00001787022,0.9848214,0.0001577344,0.00001734808,0.00008165061,0.005467745,0.000329986,0.0001882162,0.0001918456,0.008697958,0.00002619615],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9728344,0.003862439,0.0003060457,0.004791361,0.00003832156,0.00002779869,0.004037738,0.0000550042,0.01404693],"genre_scores_gemma":[0.9958398,0.001630812,0.0004792075,0.0004380019,0.000006399706,0.000006795451,0.0006747603,0.000004268583,0.0009198881],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03637957,"threshold_uncertainty_score":0.2639535,"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."}}