{"id":"W4417302749","doi":"10.1007/978-3-031-99739-6_23","title":"Adaptive Management for Recreational Fisheries Decisions in the Face of Uncertainty","year":2025,"lang":"en","type":"book-chapter","venue":"Fish & fisheries series/Fish and fisheries series (Print)","topic":"Coral and Marine Ecosystems Studies","field":"Environmental Science","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"","keywords":"Adaptive management; Recreation; Stakeholder; Adaptive capacity; Zoning; Management by objectives; Complexity management; Uncertainty; Face (sociological concept)","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":[0.0005985715,0.0002926337,0.0001280462,0.000295283,0.000425539,0.001833549,0.0008430351,0.0006615603,0.01699041],"category_scores_gemma":[0.001153529,0.00009985421,0.000172576,0.0003643842,0.001022822,0.000992502,0.0005679455,0.0009538361,0.001466715],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001176486,"about_ca_system_score_gemma":0.001172389,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002767843,"about_ca_topic_score_gemma":0.008034184,"domain_scores_codex":[0.9998428,0.00006687731,0.000005295365,0.00002244917,0.00005060402,0.00001198082],"domain_scores_gemma":[0.9994829,0.0003685867,0.00003973112,0.00002696096,0.00005294128,0.00002900461],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00003444959,0.00008856594,0.001442532,0.0003086151,0.00001597173,0.000240012,0.00144627,0.03186665,0.001561796,0.6171942,0.07776988,0.268031],"study_design_scores_gemma":[0.00002115607,0.00008325739,0.003618438,0.0009173118,0.00001980866,0.0001990022,0.001737052,0.06095892,0.001073548,0.4757484,0.4555867,0.00003656347],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"methods","genre_scores_codex":[0.02511499,0.007647267,0.08912757,0.01288396,0.0007521128,0.000159268,0.0001860535,0.0002745356,0.8638541],"genre_scores_gemma":[0.5516932,0.01459406,0.09911461,0.00223409,0.0008131958,0.0004059545,0.000351193,0.0001232394,0.3306704],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.01699041,"threshold_uncertainty_score":0.05683851,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02054394742921029,"score_gpt":0.2100849434796253,"score_spread":0.1895409960504151,"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."}}