{"id":"W4378808034","doi":"10.1139/er-2022-0109","title":"A science and management partnership to restore coregonine diversity to the Laurentian Great Lakes","year":2023,"lang":"en","type":"article","venue":"Environmental Reviews","topic":"Fish Ecology and Management Studies","field":"Environmental Science","cited_by":34,"is_retracted":false,"has_abstract":true,"ca_institutions":"The Scarborough Hospital","funders":"Fisheries and Oceans Canada; Great Lakes Fishery Commission","keywords":"Overfishing; Legislation; Threatened species; Biodiversity; Habitat destruction; Ecology; Adaptive management; Geography; Environmental resource management; Fishery; Habitat; Convention on Biological Diversity; Indigenous; Environmental planning; Biology; Fishing; Political science; 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":[0.00384504,0.0003022274,0.0001565286,0.0007937279,0.003938132,0.002347398,0.001061038,0.001175746,0.005649238],"category_scores_gemma":[0.002145235,0.0001737087,0.0002058327,0.0004157067,0.001640899,0.001191186,0.005558603,0.001963114,0.0006317981],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003489531,"about_ca_system_score_gemma":0.05601284,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.05968307,"about_ca_topic_score_gemma":0.22532,"domain_scores_codex":[0.9983845,0.0003358831,0.0000526718,0.0001586846,0.000621183,0.0004471044],"domain_scores_gemma":[0.9939625,0.0001580433,0.000247782,0.0001716723,0.001313101,0.004146964],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001134834,0.0005710795,0.04452595,0.0002483201,0.00004572707,0.001925525,0.009382031,0.000934467,0.01297259,0.01816889,0.5368302,0.3742817],"study_design_scores_gemma":[0.00003628867,0.0002686066,0.03268599,0.0001231518,0.00001327222,0.000230446,0.004650555,0.001005695,0.0008498466,0.002084512,0.9580326,0.00001907499],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"review","genre_scores_codex":[0.1915646,0.005771617,0.01302006,0.5632915,0.008000032,0.001391885,0.0007261068,0.001333304,0.2149009],"genre_scores_gemma":[0.49806,0.006532104,0.04030213,0.09556276,0.00222535,0.0009830334,0.001542977,0.0001596121,0.354632],"genre_candidate":"review","genre_consensus":null,"teacher_disagreement_score":0.9403169,"threshold_uncertainty_score":0.1186714,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03402640000885127,"score_gpt":0.2541063919066823,"score_spread":0.220079991897831,"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."}}