{"id":"W4389540450","doi":"10.1016/j.ocecoaman.2023.106962","title":"Southern responses to Northern-led sustainability certification: Promoting and hindering new fisheries governance in The Gambia, West Africa","year":2023,"lang":"en","type":"article","venue":"Ocean & Coastal Management","topic":"Global trade, sustainability, and social impact","field":"Business, Management and Accounting","cited_by":6,"is_retracted":false,"has_abstract":false,"ca_institutions":"Memorial University of Newfoundland; University of Guelph","funders":"","keywords":"Certification; Sustainability; Corporate governance; Overfishing; Scrutiny; Government (linguistics); Context (archaeology); Stewardship (theology); Marine conservation; Business; Political science; Fishery; Economic growth; Environmental resource management; Economics; Geography; Ecology; Politics","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001186498,0.0002532387,0.000222909,0.0001421703,0.0003889645,0.000776503,0.0004404039,0.00004857831,0.00002749605],"category_scores_gemma":[0.000575422,0.0002197577,0.00007401287,0.001381735,0.0001012764,0.000570806,0.0005624701,0.0001465578,0.00005913352],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000184854,"about_ca_system_score_gemma":0.00004573548,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004226764,"about_ca_topic_score_gemma":0.00543893,"domain_scores_codex":[0.998012,0.0000685634,0.0003582873,0.0004991239,0.0004476421,0.0006143755],"domain_scores_gemma":[0.9991706,0.00008457584,0.0001417722,0.0004272611,0.0001338932,0.00004188908],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0005354636,0.0004343591,0.8100536,0.002200873,0.00009562511,0.0002981496,0.06234821,0.0004755201,0.00001097069,0.02082226,0.009260926,0.09346404],"study_design_scores_gemma":[0.0004581397,0.00003304779,0.7865725,0.000063219,0.00004423215,7.602476e-7,0.1626268,0.0002242613,0.000001035149,0.01473418,0.03492413,0.0003176853],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.960321,0.00003616299,0.00004976308,0.02810114,0.0001181726,0.001353894,0.00001134625,0.0002182551,0.009790283],"genre_scores_gemma":[0.9964554,0.000009699008,0.00003031371,0.0004632213,0.0002612892,0.00003160552,0.00001440075,0.00003036235,0.002703711],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1002786,"threshold_uncertainty_score":0.8961457,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0251309779427941,"score_gpt":0.2457485000358007,"score_spread":0.2206175220930066,"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."}}