{"id":"W3158604261","doi":"10.1139/cjfas-2021-0002","title":"Research priorities for the management of freshwater fish habitat in Canada","year":2021,"lang":"en","type":"article","venue":"Canadian Journal of Fisheries and Aquatic Sciences","topic":"Fish Ecology and Management Studies","field":"Environmental Science","cited_by":15,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary; University of Toronto; Ministry of Environment; University of Guelph; Ministry of Energy, Northern Development and Mines; Fisheries and Oceans Canada; University of British Columbia; Ministry of the Environment, Conservation and Parks; Parks Canada; Bedford Institute of Oceanography; University of Winnipeg; Toronto and Region Conservation Authority; University of New Brunswick; Wildlife Conservation Society Canada; Asia Pacific Foundation of Canada; Carleton University; Government of Canada; Ministry of Natural Resources and Forestry; University of Manitoba; Simon Fraser University","funders":"Fisheries and Oceans Canada; Lakehead University","keywords":"Habitat; Freshwater ecosystem; Fisheries management; Freshwater fish; Environmental resource management; Fishery; Aquatic ecosystem; Prioritization; Ecosystem-based management; Fish <Actinopterygii>; Fisheries science; Fish habitat; Environmental planning; Sustainable management; Geography; Business; Ecology; Ecosystem; Sustainability; Biology; Fishing; Environmental science","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":[0.01777629,0.0004817739,0.0009409614,0.005505722,0.01254475,0.009709902,0.002928687,0.002336168,0.008634568],"category_scores_gemma":[0.03610662,0.0003308588,0.0008338176,0.008344861,0.003414928,0.00368181,0.004763279,0.002562577,0.0003751522],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.1054169,"about_ca_system_score_gemma":0.602859,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9729637,"about_ca_topic_score_gemma":0.9918793,"domain_scores_codex":[0.9885551,0.003465258,0.0005297389,0.00067918,0.003887553,0.00288311],"domain_scores_gemma":[0.9377884,0.009824441,0.002413028,0.0009022862,0.03557039,0.01350137],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"qualitative","study_design_scores_codex":[0.000242666,0.0003225649,0.1493893,0.01152803,0.000371077,0.001147795,0.02426051,0.003756953,0.002362953,0.1124612,0.202702,0.491455],"study_design_scores_gemma":[0.0001217677,0.0003763462,0.2453226,0.01890435,0.0007836552,0.0003907493,0.1483937,0.004850726,0.001567206,0.05426609,0.5246615,0.000361413],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.1554144,0.0676908,0.008850182,0.6264042,0.002466499,0.00203204,0.006240405,0.0002861291,0.1306153],"genre_scores_gemma":[0.8199124,0.05736019,0.06295472,0.04102331,0.0003756591,0.001169775,0.002633778,0.0000749359,0.01449515],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.1054169,"threshold_uncertainty_score":0.7648565,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03148827793160722,"score_gpt":0.2460529355349402,"score_spread":0.214564657603333,"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."}}