{"id":"W4406143359","doi":"10.1080/13563467.2024.2446166","title":"Rethinking capacities of regulatory market-assurance intermediaries: the case of seafood sustainability audits","year":2025,"lang":"en","type":"article","venue":"New Political Economy","topic":"Global trade, sustainability, and social impact","field":"Business, Management and Accounting","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; Carleton University","funders":"Social Sciences and Humanities Research Council of Canada; University of Toronto","keywords":"Intermediary; Audit; Business; Sustainability; Industrial organization; Accounting; Environmental economics; Economics; Finance","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":[0.04688668,0.0004729493,0.000808572,0.004804862,0.01242407,0.02104333,0.002748563,0.005737573,0.007628145],"category_scores_gemma":[0.09846807,0.001058546,0.000852403,0.003352862,0.05377259,0.02429104,0.022957,0.006830166,0.000663145],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01110104,"about_ca_system_score_gemma":0.0101776,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01087703,"about_ca_topic_score_gemma":0.009028668,"domain_scores_codex":[0.9513725,0.03355644,0.001727008,0.003315201,0.004834609,0.00519419],"domain_scores_gemma":[0.8550008,0.1103324,0.01175238,0.01355579,0.005934091,0.003424479],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"qualitative","study_design_scores_codex":[0.0001383836,0.00008430184,0.01756918,0.0001306754,0.00003846743,0.002587256,0.1269152,0.002633836,0.0008897798,0.8248798,0.0008942318,0.02323905],"study_design_scores_gemma":[0.0001513091,0.000156947,0.01826996,0.0009867179,0.0001368433,0.002026441,0.1690996,0.02107648,0.003706007,0.7160985,0.06804839,0.0002429284],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7389119,0.00120728,0.05376096,0.02404469,0.0001103264,0.0002473526,0.00008904888,0.0001247852,0.1815037],"genre_scores_gemma":[0.9966481,0.00009840282,0.00211344,0.0001995933,0.00001419892,0.00002762544,0.000006533793,0.00001472581,0.000877243],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04688668,"threshold_uncertainty_score":0.2479634,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01384273823448665,"score_gpt":0.2564058340035275,"score_spread":0.2425630957690409,"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."}}