{"id":"W3163256967","doi":"10.1016/j.ocecoaman.2021.105681","title":"Cooperative monitoring program for a catch-and-release recreational fishery in the Alphonse Island group, Seychelles: From data deficiencies to the foundation for science and management.","year":2021,"lang":"en","type":"article","venue":"Ocean & Coastal Management","topic":"Coral and Marine Ecosystems Studies","field":"Environmental Science","cited_by":13,"is_retracted":false,"has_abstract":false,"ca_institutions":"Carleton University","funders":"","keywords":"Foundation (evidence); Fishery; Recreation; Recreational fishing; Geography; Ecology; Fish <Actinopterygii>; Archaeology; 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":[0.001408768,0.0002335223,0.0001785525,0.001741182,0.0006458899,0.0002896492,0.000768234,0.0002731864,0.001889486],"category_scores_gemma":[0.003024785,0.0001612788,0.0001219804,0.001103816,0.0002332617,0.0004383035,0.0009555576,0.0002442435,0.0004614955],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001091226,"about_ca_system_score_gemma":0.005022567,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.3768314,"about_ca_topic_score_gemma":0.4954632,"domain_scores_codex":[0.9994872,0.0001590952,0.000069392,0.00007630093,0.00009899966,0.000109072],"domain_scores_gemma":[0.997362,0.0002518405,0.0005602683,0.0002530254,0.001103886,0.000469008],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002687041,0.0002132085,0.9516587,0.00008246891,0.00005243512,0.0002597476,0.00098234,0.0002918511,0.0008765447,0.0001417515,0.009783637,0.03538867],"study_design_scores_gemma":[0.00004321081,0.0001937472,0.9888489,0.00006479798,0.0000497296,0.0001170182,0.003105091,0.0008220889,0.0005164737,0.0000406349,0.006188042,0.00001034623],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9767728,0.000284933,0.001115599,0.0005538712,0.00004492458,0.0004652714,0.01258646,0.0001231836,0.008053005],"genre_scores_gemma":[0.9640822,0.0002529444,0.005435375,0.0001225179,0.00001611508,0.000974032,0.01758815,0.00003206396,0.01149671],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3768314,"threshold_uncertainty_score":0.749276,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03197320095955967,"score_gpt":0.2762300039913407,"score_spread":0.244256803031781,"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."}}