{"id":"W2886958941","doi":"10.1111/1911-3838.12173","title":"Environmental and Social Matters in Mandatory Corporate Reporting: An Academic Note","year":2018,"lang":"en","type":"article","venue":"Accounting Perspectives","topic":"Corporate Social Responsibility Reporting","field":"Business, Management and Accounting","cited_by":21,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto Metropolitan University","funders":"","keywords":"Environmental reporting; Accounting; Public relations; Integrated reporting; Mandatory reporting; Business; Corporate social responsibility; Political science; Sustainability reporting; Environmental accounting; Sustainability","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":true,"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":[0.05719166,0.0003192386,0.0004317831,0.004379641,0.007502925,0.02087189,0.001843796,0.007057016,0.003852244],"category_scores_gemma":[0.09028981,0.0003214978,0.0004788962,0.009085724,0.01847652,0.01376041,0.004634751,0.008236518,0.0004406416],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.012011,"about_ca_system_score_gemma":0.01953866,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0226898,"about_ca_topic_score_gemma":0.01516927,"domain_scores_codex":[0.959832,0.02466148,0.003200362,0.002031039,0.008212331,0.002062868],"domain_scores_gemma":[0.7161398,0.2252426,0.01439771,0.006740212,0.03481819,0.002661418],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00001764959,0.00003924491,0.001328941,0.000346406,0.000006149935,0.0001718865,0.01055991,0.000334687,0.00009168118,0.9066356,0.03998994,0.04047787],"study_design_scores_gemma":[0.000009612448,0.00003928147,0.004916212,0.005190893,0.00002448812,0.0003475666,0.03085367,0.001088093,0.001293272,0.2117052,0.7444396,0.00009220644],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.02516652,0.1026603,0.005673678,0.7157112,0.007899631,0.00003437325,0.0001374003,0.0000441667,0.1426727],"genre_scores_gemma":[0.8316897,0.07692223,0.004477648,0.05719812,0.01530145,0.0000457986,0.0001506663,0.00005644418,0.01415791],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.05719166,"threshold_uncertainty_score":0.302462,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04118251801913184,"score_gpt":0.2935062348567939,"score_spread":0.252323716837662,"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."}}