{"id":"W3094344891","doi":"10.1139/cjfas-2020-0159","title":"The influence of human population change and aquatic invasive species establishment on future recreational fishing activities to the Canadian portion of the Laurentian Great Lakes","year":2020,"lang":"en","type":"article","venue":"Canadian Journal of Fisheries and Aquatic Sciences","topic":"Fish Ecology and Management Studies","field":"Environmental Science","cited_by":14,"is_retracted":false,"has_abstract":true,"ca_institutions":"Fisheries and Oceans Canada; Ministry of Energy, Northern Development and Mines; Ministry of Natural Resources and Forestry","funders":"","keywords":"Fishing; Population; Geography; Fishery; TRIPS architecture; Recreation; Population growth; Population size; Invasive species; Population decline; Urbanization; Recreational fishing; Ecology; Biology; Demography","routes":{"ca_aff":true,"ca_fund":false,"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":[0.0005308089,0.0005334945,0.0002527189,0.0008655578,0.001090806,0.001179025,0.0008817032,0.0003659305,0.003927766],"category_scores_gemma":[0.001741707,0.0002971681,0.001051669,0.000922969,0.0005516373,0.0004993468,0.0009902616,0.0005447935,0.000250911],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.02135538,"about_ca_system_score_gemma":0.02559567,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.988005,"about_ca_topic_score_gemma":0.9944352,"domain_scores_codex":[0.9995547,0.0000722834,0.00001256193,0.00007113148,0.0001079118,0.0001813683],"domain_scores_gemma":[0.9993393,0.00007041616,0.0000787968,0.00001992713,0.000325633,0.0001659937],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002111519,0.0001355885,0.8442523,0.0001969842,0.0005315465,0.0004537686,0.0008351564,0.1102512,0.001318682,0.005285094,0.01000973,0.02651885],"study_design_scores_gemma":[0.00006477034,0.0002075816,0.8015084,0.0001239311,0.0005319565,0.0001647734,0.003018644,0.1699528,0.0008126186,0.001623455,0.02189822,0.00009298961],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9733431,0.0008535415,0.002170704,0.002382172,0.00007191849,0.00007219886,0.005457411,0.000080516,0.01556828],"genre_scores_gemma":[0.9911392,0.0006579621,0.0008775518,0.000144558,0.00001387189,0.0000247495,0.00134533,0.00001225008,0.005784495],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02135538,"threshold_uncertainty_score":0.1549449,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02840305021994851,"score_gpt":0.2124679735470075,"score_spread":0.184064923327059,"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."}}