{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003095232,0.0001321787,0.0001402161,0.00061286,0.00597893,0.003157246,0.0005667225,0.0006749835,0.001523206],"category_scores_gemma":[0.004994923,0.0001840064,0.0001170965,0.001252351,0.005614316,0.001889168,0.004498999,0.001504037,0.0001039377],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006644542,"about_ca_system_score_gemma":0.008655934,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.07880469,"about_ca_topic_score_gemma":0.1185426,"domain_scores_codex":[0.9982445,0.0007178447,0.00005776381,0.00008991719,0.000214688,0.0006753338],"domain_scores_gemma":[0.9967476,0.001245519,0.0006723334,0.0001057154,0.0002683949,0.0009604683],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"observational","study_design_scores_codex":[0.00008640455,0.0001809359,0.2698112,0.0002474997,0.00001865489,0.006327931,0.6365401,0.0004780784,0.001641549,0.03020549,0.003275729,0.05118642],"study_design_scores_gemma":[0.000003377101,0.00006827149,0.1558509,0.0001930011,0.000008531646,0.0004065866,0.8263894,0.0001638914,0.0003371097,0.0006333793,0.01592177,0.00002378004],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.992463,0.0002487451,0.00003762139,0.001736509,0.000009559575,0.000009708931,0.000006582812,0.000002463872,0.005485714],"genre_scores_gemma":[0.9989126,0.0002011451,0.00004004475,0.0001730632,0.000001562056,0.000004754155,0.000004989529,0.00000131219,0.0006606426],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.07880469,"threshold_uncertainty_score":0.156692,"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."}}