{"id":"W2982687801","doi":"10.1093/biosci/biaa002","title":"Bending the Curve of Global Freshwater Biodiversity Loss: An Emergency Recovery Plan","year":2020,"lang":"en","type":"article","venue":"BioScience","topic":"Fish Ecology and Management Studies","field":"Environmental Science","cited_by":1159,"is_retracted":false,"has_abstract":true,"ca_institutions":"Carleton University","funders":"School of Aquatic and Fishery Sciences; U.S. Geological Survey; Technische Universiteit Delft; Griffith University; WWF International; Freie Universität Berlin; Cardiff University; Centre for Ecology and Hydrology; University of Washington","keywords":"Biodiversity; Convention on Biological Diversity; Freshwater ecosystem; Habitat; Ecosystem; Wetland; Ecosystem services; Safeguarding; Ecology; Habitat destruction; Threatened species; Environmental resource management; Action plan; Geography; Environmental science; Biology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"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":[0.008674833,0.001494858,0.0007744816,0.001747417,0.003399941,0.005044313,0.003572982,0.01106168,0.01453693],"category_scores_gemma":[0.01449027,0.0004395908,0.001203777,0.0008717244,0.002222354,0.005706781,0.01095401,0.009066318,0.002792485],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004285375,"about_ca_system_score_gemma":0.03323698,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008439184,"about_ca_topic_score_gemma":0.01173685,"domain_scores_codex":[0.9948506,0.001086214,0.000296385,0.0002734387,0.00180485,0.001688534],"domain_scores_gemma":[0.9895982,0.001263401,0.000942683,0.0005120144,0.002767892,0.004915774],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0003449809,0.001508016,0.007845513,0.0009859561,0.0001183222,0.00380467,0.001891326,0.0138689,0.004380357,0.09321685,0.6239177,0.2481175],"study_design_scores_gemma":[0.0003660539,0.001809415,0.02973232,0.00238022,0.0001519273,0.002563949,0.008317883,0.01160718,0.002217403,0.1121444,0.8281822,0.0005270818],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.03659987,0.004559661,0.03188023,0.7688533,0.006395081,0.002768135,0.001820702,0.002794573,0.1443284],"genre_scores_gemma":[0.4312326,0.006152088,0.1342645,0.3099843,0.002229976,0.006450559,0.003912465,0.0004920502,0.1052815],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01453693,"threshold_uncertainty_score":0.04863095,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0261807779788063,"score_gpt":0.2218081128394471,"score_spread":0.1956273348606408,"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."}}