{"id":"W4386048841","doi":"10.1111/rego.12550","title":"Rethinking complementarity: The <scp>co‐evolution</scp> of public and private governance in corporate climate disclosure","year":2023,"lang":"en","type":"article","venue":"Regulation & Governance","topic":"Corporate Social Responsibility Reporting","field":"Business, Management and Accounting","cited_by":17,"is_retracted":false,"has_abstract":true,"ca_institutions":"The Scarborough Hospital; McGill University; University of Toronto","funders":"Social Sciences and Humanities Research Council of Canada; University of Toronto","keywords":"Corporate governance; Complementarity (molecular biology); Directive; Public economics; Business; Accounting; Public disclosure; Economics; Comparability; European union; Finance; Economic policy","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":[],"consensus_categories":[],"category_scores_codex":[0.002713848,0.0001915559,0.0002946305,0.00008352724,0.0003342031,0.0002270176,0.0002624427,0.00008075254,0.00002457605],"category_scores_gemma":[0.00224045,0.000171076,0.00007426808,0.001790297,0.0002097867,0.001241936,0.0003624145,0.0002113509,0.0000333621],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001946837,"about_ca_system_score_gemma":0.00007415723,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004341169,"about_ca_topic_score_gemma":0.002468633,"domain_scores_codex":[0.9976345,0.00007050965,0.0007563768,0.0004034167,0.0006970498,0.0004381732],"domain_scores_gemma":[0.9958951,0.0002910966,0.003215658,0.0003834394,0.0001983835,0.0000162665],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000008113893,0.0000204966,0.7187058,0.0001377899,0.00001091477,0.000005913648,0.0001972937,0.0002631941,0.001032305,0.2765391,0.0004080351,0.002671013],"study_design_scores_gemma":[0.0003473205,0.000004177522,0.8950879,0.0001180103,0.00001315596,0.000001322957,0.0001671323,0.01004169,0.00005498551,0.08090509,0.01318994,0.00006927861],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9946605,0.0001674989,0.0002356684,0.002314119,0.0001810302,0.0004656793,0.00002649773,0.0001244804,0.001824523],"genre_scores_gemma":[0.9988626,0.00009680093,0.00009764432,0.0001516975,0.000212621,0.00002063251,0.00005866614,0.00002837326,0.0004710134],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.195634,"threshold_uncertainty_score":0.6976275,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05680063058337564,"score_gpt":0.2627476728164888,"score_spread":0.2059470422331132,"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."}}