{"id":"W4414013051","doi":"10.1016/j.watbs.2025.100475","title":"The role of ecohydraulics in addressing the freshwater biodiversity crisis","year":2025,"lang":"en","type":"article","venue":"Water Biology and Security","topic":"Fish Ecology and Management Studies","field":"Environmental Science","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University; Dalhousie University; University of Ottawa; Institut National de la Recherche Scientifique; Carleton University","funders":"Fisheries and Oceans Canada; Natural Sciences and Engineering Research Council of Canada; Canadian Wildlife Federation; Electric Power Research Institute; Great Lakes Fishery Commission","keywords":"Biodiversity; Environmental planning; Geography; Ecology; Biology","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0138266,0.0006833766,0.0005482375,0.002145249,0.00402223,0.008477308,0.002182525,0.005397201,0.0104899],"category_scores_gemma":[0.01192251,0.0002952531,0.0004745855,0.002034378,0.01902425,0.01588306,0.01414147,0.009388612,0.001290409],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005508794,"about_ca_system_score_gemma":0.01810231,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00448053,"about_ca_topic_score_gemma":0.007118055,"domain_scores_codex":[0.9956167,0.002386023,0.0001828022,0.0003545829,0.0009357466,0.0005241976],"domain_scores_gemma":[0.986832,0.005379494,0.000873247,0.001025502,0.002373582,0.003516091],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00004222826,0.0000853188,0.002270523,0.001023368,0.00002846686,0.0003835308,0.00653126,0.002017134,0.00112405,0.59033,0.1114728,0.2846914],"study_design_scores_gemma":[0.000005910061,0.00004039842,0.00107408,0.0009922507,0.000006052545,0.0001365956,0.003667795,0.00065075,0.0004013611,0.1323843,0.8606068,0.00003372109],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"review","genre_scores_codex":[0.008207326,0.07125588,0.03723889,0.7841924,0.005560146,0.00008339997,0.00009688746,0.0004308202,0.0929342],"genre_scores_gemma":[0.4763345,0.1831843,0.08558752,0.195734,0.008373598,0.0004174005,0.0002191345,0.0008080131,0.04934151],"genre_candidate":"review","genre_consensus":null,"teacher_disagreement_score":0.0138266,"threshold_uncertainty_score":0.07312298,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008310028989131735,"score_gpt":0.2241748764383519,"score_spread":0.2158648474492202,"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."}}