{"id":"W4414228198","doi":"10.4337/9781035341320.00018","title":"Regulation of company sustainability reporting","year":2025,"lang":"en","type":"book-chapter","venue":"Edward Elgar Publishing eBooks","topic":"Economic and Technological Systems Analysis","field":"Business, Management and Accounting","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Sustainability; Sustainability reporting; Focus (optics); Sustainability organizations; Climate change; European union","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.001984587,0.0003523837,0.0009820394,0.0006911086,0.0001835091,0.001031447,0.0005903488,0.0006586355,0.0003169603],"category_scores_gemma":[0.00250128,0.0003324031,0.0004755907,0.00009216966,0.0001446973,0.0009849917,0.0005613916,0.0005874278,0.00002317149],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002611745,"about_ca_system_score_gemma":0.0001288373,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001366425,"about_ca_topic_score_gemma":0.0002120181,"domain_scores_codex":[0.9966757,0.000008244358,0.002051273,0.0006303397,0.0003320004,0.0003024891],"domain_scores_gemma":[0.9932284,0.00008984392,0.004940063,0.0008012737,0.0009235062,0.00001694473],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000009916283,0.00001025835,0.002155249,0.0007586139,0.0001592216,0.000006886409,0.00001144072,0.00001725955,0.000008338169,0.9362378,0.02747269,0.03315229],"study_design_scores_gemma":[0.0001417331,0.00000442416,0.001238386,0.0003267151,0.0001833334,0.000001011759,0.00006373347,0.0004969898,0.00001019985,0.3355419,0.661673,0.0003185536],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.001735237,0.00008425426,0.0004901954,0.001071446,0.0003467525,0.0004261526,0.000004820764,0.0003873049,0.9954538],"genre_scores_gemma":[0.4851855,0.000001185914,0.0001424745,0.0003157308,0.0008647122,0.00001443681,0.0001018473,0.00003834267,0.5133358],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.6342003,"threshold_uncertainty_score":0.9999128,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02317475184905456,"score_gpt":0.2204335847468057,"score_spread":0.1972588328977511,"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."}}