{"id":"W4406778199","doi":"10.53106/256299802024120601004","title":"How NGOs in India Can Navigate ESG Audit ＆ Assurance Challenges","year":2024,"lang":"en","type":"article","venue":"International Journal of Computer Auditing","topic":"International Development and Aid","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Audit; Business; Accounting; Process management","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007722135,0.0001095369,0.0001576639,0.0003992571,0.00007509971,0.0005444831,0.0006208506,0.00005903301,0.00004466462],"category_scores_gemma":[0.0001694228,0.0001039879,0.0001148753,0.0001547275,0.0000644709,0.0006809765,0.00007044213,0.0003251917,0.00001493228],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003458671,"about_ca_system_score_gemma":0.0003963068,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000442964,"about_ca_topic_score_gemma":0.0001705994,"domain_scores_codex":[0.9982523,0.0001029539,0.0003790751,0.0001538115,0.0008975599,0.0002142432],"domain_scores_gemma":[0.9987938,0.0003582691,0.0002662083,0.00004017556,0.0004697407,0.0000717591],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000048489,0.0001235005,0.009159395,0.00007132269,0.0006596892,0.005452944,0.03590321,0.0006688857,0.0001893686,0.3623904,0.008999544,0.5763333],"study_design_scores_gemma":[0.001797903,0.0001733699,0.1845921,0.00776308,0.00003381763,0.0008230732,0.003090855,0.006571957,0.000800152,0.05602729,0.7373543,0.0009720777],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.4354377,0.005733072,0.02523524,0.414478,0.04527957,0.0003885923,0.00003810201,0.0002254497,0.07318421],"genre_scores_gemma":[0.9917278,0.0008358986,0.001834709,0.0002954046,0.004685064,0.00000261393,0.000003243754,0.00001180274,0.0006035182],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7283548,"threshold_uncertainty_score":0.5250463,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01968865476424994,"score_gpt":0.299147826220794,"score_spread":0.279459171456544,"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."}}