{"id":"W2908585161","doi":"10.1007/s10641-018-0840-1","title":"A multi-methods approach supports the effective management and conservation of coastal marine recreational flats fisheries","year":2019,"lang":"en","type":"article","venue":"Environmental Biology of Fishes","topic":"Coral and Marine Ecosystems Studies","field":"Environmental Science","cited_by":20,"is_retracted":false,"has_abstract":false,"ca_institutions":"Carleton University","funders":"","keywords":"Habitat; Fishery; Geography; Recreation; Fisheries management; Environmental resource management; Fisheries science; Marine protected area; Tourism; Ecology; Fishing; Environmental science; Biology","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":[0.04318938,0.001569855,0.002090013,0.007024583,0.002426479,0.004046577,0.002128065,0.00173718,0.008928987],"category_scores_gemma":[0.05605779,0.001043149,0.002849827,0.001909996,0.001084728,0.002438937,0.004459554,0.001546054,0.0008848322],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002062521,"about_ca_system_score_gemma":0.004614587,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005163511,"about_ca_topic_score_gemma":0.01970708,"domain_scores_codex":[0.9566258,0.03458896,0.001845579,0.002377004,0.004062694,0.0004998248],"domain_scores_gemma":[0.9510035,0.03467928,0.004048742,0.003205842,0.00585197,0.001210694],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.001344855,0.004005309,0.08614668,0.002308396,0.005134984,0.0003682289,0.002159857,0.04684769,0.008048081,0.01797276,0.003697839,0.8219655],"study_design_scores_gemma":[0.0008235922,0.004888673,0.1489163,0.003749043,0.002236708,0.001142556,0.00857471,0.6316003,0.007751002,0.1591618,0.03026508,0.0008903248],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.03083421,0.0007370115,0.9601217,0.000733323,0.0002019084,0.002909039,0.0002706243,0.0002044237,0.003987832],"genre_scores_gemma":[0.1576608,0.0002687465,0.8359001,0.0003456257,0.0001092212,0.003149019,0.0001712981,0.00008798015,0.002307202],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.04318938,"threshold_uncertainty_score":0.22841,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008768673404215598,"score_gpt":0.2254772707025722,"score_spread":0.2167085972983566,"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."}}