{"id":"W4417443841","doi":"10.1111/jcms.70079","title":"Carbon Disclosure and Climate Change Mitigation in the European Union: Diffusion and Dominance of Transparency Frames","year":2025,"lang":"en","type":"article","venue":"JCMS Journal of Common Market Studies","topic":"Corporate Social Responsibility Reporting","field":"Business, Management and Accounting","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université Laval","funders":"","keywords":"Transparency (behavior); Framing (construction); Corporate governance; Legitimacy; Climate change; European union; Dominance (genetics); Civil society; Stakeholder","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01857132,0.0001438282,0.0002857214,0.002669878,0.00150522,0.0077083,0.0005255868,0.001630006,0.001856409],"category_scores_gemma":[0.04239573,0.0001682381,0.0001930163,0.003235202,0.005180344,0.006304054,0.003585256,0.001338464,0.0001212718],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003430002,"about_ca_system_score_gemma":0.001699971,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004531416,"about_ca_topic_score_gemma":0.002735569,"domain_scores_codex":[0.9902617,0.005264729,0.0006096491,0.001088844,0.002082562,0.00069251],"domain_scores_gemma":[0.9447784,0.03813954,0.009676724,0.002587123,0.003854515,0.0009636158],"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":[0.0007234033,0.0001504344,0.1887713,0.0004731555,0.0001350592,0.0007534959,0.1903393,0.004726463,0.002854629,0.396369,0.002700862,0.212003],"study_design_scores_gemma":[0.0000812821,0.0003620486,0.5690306,0.001872181,0.0001300193,0.0006159482,0.1732903,0.01160981,0.005906686,0.09249859,0.1443598,0.0002427982],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.944128,0.002331687,0.002663778,0.003503375,0.00006167302,0.00001772239,0.00006205965,0.0000165742,0.04721528],"genre_scores_gemma":[0.9991537,0.0001809962,0.0002104169,0.00006193409,0.00001232162,0.000002099197,0.00001395046,0.000003376249,0.0003611868],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01857132,"threshold_uncertainty_score":0.0982157,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02850939815085407,"score_gpt":0.2870564549587903,"score_spread":0.2585470568079363,"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."}}