{"id":"W4394814512","doi":"10.62765/kjlca.2023.24.1.23","title":"Research on a Framework for Integrating ESG Disclosure Standards","year":2023,"lang":"en","type":"article","venue":"Korean Journal of Life Cycle Assessment","topic":"Corporate Social Responsibility Reporting","field":"Business, Management and Accounting","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Kootenay Association for Science & Technology","funders":"","keywords":"Business; Integrated reporting; Accounting; Process management; Computer science; Sustainability; Ecology","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":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.03192119,0.001304518,0.0007214218,0.0121627,0.003342157,0.01144058,0.002947517,0.002504782,0.00365363],"category_scores_gemma":[0.03856375,0.00063921,0.002205663,0.009655989,0.00590481,0.02061412,0.0044426,0.003679037,0.0005924038],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.009090658,"about_ca_system_score_gemma":0.01335299,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01208219,"about_ca_topic_score_gemma":0.01324096,"domain_scores_codex":[0.9793425,0.01110699,0.002423644,0.001874145,0.004332993,0.0009197565],"domain_scores_gemma":[0.973421,0.01056087,0.003505391,0.002709376,0.008726425,0.001077078],"domain_codex":null,"domain_gemma":"reporting","domain_candidate":"reporting","domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.000009824409,0.00009965697,0.00317928,0.0001344768,0.0000253872,0.0001292222,0.002975768,0.002657987,0.0003323046,0.955304,0.001704889,0.03344729],"study_design_scores_gemma":[0.00003809725,0.0001889334,0.007547315,0.00166119,0.0001354298,0.0005653905,0.01598011,0.0528271,0.001434646,0.8255356,0.09394263,0.0001436324],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.03903728,0.001771892,0.8479822,0.009909406,0.0003557216,0.001440476,0.0004401974,0.000547401,0.09851539],"genre_scores_gemma":[0.3312365,0.000712965,0.6632254,0.000462319,0.00008165913,0.0009331472,0.0005638435,0.00006720665,0.002717001],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.9680788,"threshold_uncertainty_score":0.1688174,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09495103624299292,"score_gpt":0.4347440150386215,"score_spread":0.3397929787956285,"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."}}