{"id":"W2121986054","doi":"10.1111/j.1467-2979.2005.00186.x","title":"Trouble on the reef: the imperative for managing vulnerable and valuable fisheries","year":2005,"lang":"en","type":"article","venue":"Fish and Fisheries","topic":"Coral and Marine Ecosystems Studies","field":"Environmental Science","cited_by":200,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"University of British Columbia; David and Lucile Packard Foundation","keywords":"Reef; Coral reef; Fishery; Livelihood; Biodiversity; Coral reef organizations; Coral reef fish; Coral reef protection; Habitat destruction; Geography; Food security; Habitat; Business; Environmental resource management; Natural resource economics; Ecology; Biology; Environmental science; Economics; Agriculture","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00028554,0.0001276412,0.0001284339,0.00000665553,0.001173217,0.0001623675,0.0001059754,0.00002562603,0.0003946885],"category_scores_gemma":[0.00006693055,0.00006629278,0.00002882644,0.00006193247,0.000240602,0.0002690354,0.0002059149,0.0001026604,0.00001056982],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002310243,"about_ca_system_score_gemma":0.000003196787,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003119413,"about_ca_topic_score_gemma":0.003030075,"domain_scores_codex":[0.9993127,0.00004074675,0.0001140196,0.0002099389,0.0001011817,0.000221433],"domain_scores_gemma":[0.9995432,0.0002317804,0.00003727963,0.0001460257,0.000008516598,0.0000331726],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001397053,0.00003904352,0.06593382,0.00003847306,0.00005747251,0.000001307938,0.006147549,0.00002056703,0.0001359937,0.00399854,0.8703643,0.0531232],"study_design_scores_gemma":[0.0002911903,0.0002021878,0.0506447,0.00001274576,0.00001864156,0.000006695082,0.002886037,0.0009860267,0.0003112703,0.004433709,0.9400399,0.0001668706],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7600114,0.0002044577,0.00005998356,0.1167515,0.0001716289,0.0007111945,0.0000290975,0.0000532715,0.1220075],"genre_scores_gemma":[0.9612324,0.0003087244,0.0002658401,0.004827026,0.0001889858,0.0002958787,0.000004461949,0.00001391594,0.03286273],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.201221,"threshold_uncertainty_score":0.9023556,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0168472638462686,"score_gpt":0.2029434320786307,"score_spread":0.1860961682323621,"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."}}