{"id":"W3154509774","doi":"10.1016/j.marpol.2021.104526","title":"Marine Stewardship Council sustainability certification in developing countries: Certifiability and beyond in Kerala, India and The Gambia, West Africa","year":2021,"lang":"en","type":"article","venue":"Marine Policy","topic":"Global trade, sustainability, and social impact","field":"Business, Management and Accounting","cited_by":23,"is_retracted":false,"has_abstract":true,"ca_institutions":"Memorial University of Newfoundland; University of Guelph","funders":"Social Sciences and Humanities Research Council of Canada","keywords":"Stewardship (theology); Sustainability; Certification; Fisheries management; Scale (ratio); Developing country; Fisheries law; Fishery; Politics; Environmental resource management; Political science; Business; Economic growth; Environmental planning; Geography; Ecology; Economics; Fishing","routes":{"ca_aff":true,"ca_fund":true,"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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.002733392,0.0002860392,0.0004691762,0.0002020678,0.0002648373,0.0005905164,0.0002078546,0.0001451364,0.0000655745],"category_scores_gemma":[0.006218767,0.0002482348,0.00006239824,0.001486904,0.0005625307,0.0007313819,0.000834362,0.0002939405,0.000004931565],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001909097,"about_ca_system_score_gemma":0.001215959,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.1009311,"about_ca_topic_score_gemma":0.03087185,"domain_scores_codex":[0.9975768,0.0001728267,0.0006063847,0.000570021,0.0004240646,0.0006499515],"domain_scores_gemma":[0.9981569,0.0003162192,0.0001659567,0.0004584431,0.0008605967,0.00004188441],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001894192,0.0001362865,0.8933102,0.0007978939,0.0000139221,0.00001965287,0.003688201,0.00001051848,0.000001067758,0.09402438,0.00009800981,0.007710456],"study_design_scores_gemma":[0.00137551,0.000005929504,0.7826785,0.00001341267,0.00002088254,0.000002388556,0.004505541,0.0002162058,0.000002174651,0.1965557,0.01440362,0.0002202194],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9230546,0.0001411157,0.000005763088,0.05286575,0.0000781285,0.0007709608,0.000007167446,0.00005130369,0.02302514],"genre_scores_gemma":[0.9967336,0.0001565939,0.0000462974,0.002395253,0.0002924096,0.00006626138,0.00003347281,0.00002067961,0.0002554097],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1106317,"threshold_uncertainty_score":0.999997,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0303592131471614,"score_gpt":0.262487506075088,"score_spread":0.2321282929279266,"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."}}