{"id":"W1728680100","doi":"10.1007/s10641-015-0446-9","title":"Advancing the science and management of flats fisheries for bonefish, tarpon, and permit","year":2015,"lang":"en","type":"article","venue":"Environmental Biology of Fishes","topic":"Coral and Marine Ecosystems Studies","field":"Environmental Science","cited_by":56,"is_retracted":false,"has_abstract":false,"ca_institutions":"Carleton University","funders":"","keywords":"Habitat; Fishery; Fishing; Fisheries management; Ecology; Population; Recreation; Geography; Biology; Environmental resource management; Environmental science","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":[0.006066273,0.0004422963,0.0002268781,0.001293937,0.00119447,0.003150564,0.001669927,0.001888759,0.01359192],"category_scores_gemma":[0.01730803,0.0001963149,0.0004284279,0.0009475247,0.002023934,0.004085002,0.002420163,0.001614692,0.001150427],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003083374,"about_ca_system_score_gemma":0.02597055,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.06463612,"about_ca_topic_score_gemma":0.1519608,"domain_scores_codex":[0.9981352,0.0006610108,0.000105402,0.000151727,0.0006994354,0.0002472284],"domain_scores_gemma":[0.9871321,0.003670241,0.002162337,0.0007154201,0.004353389,0.001966595],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001564539,0.0006634921,0.119347,0.0009818102,0.00006553074,0.0002373444,0.001535399,0.00239928,0.004295419,0.03173661,0.05200785,0.7865738],"study_design_scores_gemma":[0.0001138666,0.0008462183,0.3268382,0.004986638,0.0001793137,0.0004933011,0.02828706,0.01061871,0.007432425,0.06175425,0.5583317,0.0001182459],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.2561642,0.03661266,0.01900751,0.5258889,0.002720812,0.0004039465,0.001181861,0.0002183343,0.1578017],"genre_scores_gemma":[0.8827605,0.04090789,0.03898399,0.01885629,0.001160804,0.0001584822,0.0004455493,0.00002614264,0.0167004],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.06463612,"threshold_uncertainty_score":0.1285198,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0134742277466635,"score_gpt":0.2127028234761671,"score_spread":0.1992285957295035,"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."}}