{"id":"W4387059166","doi":"10.18280/ijsdp.180917","title":"Ranking Indian Companies on Sustainability Disclosures Using the GRI-G4 Framework and MCDM Techniques","year":2023,"lang":"en","type":"article","venue":"International Journal of Sustainable Development and Planning","topic":"Supply Chain Resilience and Risk Management","field":"Business, Management and Accounting","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Multiple-criteria decision analysis; Ranking (information retrieval); Sustainability; Business; Environmental economics; Accounting; Computer science; Operations research; Economics; Engineering; Information retrieval","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01028162,0.0006552394,0.0007424307,0.01023903,0.001305241,0.003879736,0.001062914,0.0006414232,0.003214001],"category_scores_gemma":[0.02163702,0.0002938221,0.001139162,0.01184108,0.0008700424,0.001616943,0.001903923,0.001176212,0.0003907089],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004292535,"about_ca_system_score_gemma":0.003587899,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01220612,"about_ca_topic_score_gemma":0.02462542,"domain_scores_codex":[0.9862567,0.007595945,0.001094397,0.0004521261,0.003970814,0.0006301255],"domain_scores_gemma":[0.9862244,0.007166249,0.002312265,0.0006119282,0.003404713,0.0002803469],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0005984642,0.0007888985,0.1196579,0.002373499,0.0005052148,0.001119981,0.008355536,0.1275559,0.005729036,0.1013588,0.01243997,0.6195169],"study_design_scores_gemma":[0.0002843333,0.001684122,0.2066647,0.001773389,0.0004700286,0.001291206,0.06137455,0.5438752,0.01614605,0.09469372,0.07110924,0.0006335456],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6248203,0.001586407,0.2660731,0.005298809,0.0001614544,0.003182457,0.003740951,0.0005672875,0.09456921],"genre_scores_gemma":[0.7308731,0.0007966961,0.2634927,0.0001822989,0.0000201831,0.0006149472,0.001126165,0.00002501359,0.002868831],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01220612,"threshold_uncertainty_score":0.05437505,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01935249872370895,"score_gpt":0.2867061050621497,"score_spread":0.2673536063384407,"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."}}