{"id":"W4388689124","doi":"10.1002/csr.2677","title":"The impact of sustainability governance attributes on comprehensive <scp>CSR</scp> reporting: A developing country setting","year":2023,"lang":"en","type":"article","venue":"Corporate Social Responsibility and Environmental Management","topic":"Corporate Social Responsibility Reporting","field":"Business, Management and Accounting","cited_by":21,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Waterloo","funders":"","keywords":"Sustainability; Sustainability reporting; Corporate governance; Business; Sustainability organizations; Accounting; Officer; Sustainability science; Social sustainability; Corporate social responsibility; Public relations; Finance; Political science","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts"],"consensus_categories":[],"category_scores_codex":[0.00557059,0.0005062069,0.0006658683,0.0001870031,0.001776296,0.0003534906,0.0004034093,0.0001767595,0.00001148712],"category_scores_gemma":[0.005796964,0.0004243389,0.0003678068,0.001550313,0.0009553661,0.0005468804,0.001293638,0.0003892073,0.00004469529],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001203928,"about_ca_system_score_gemma":0.0002016504,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003297069,"about_ca_topic_score_gemma":0.00005781087,"domain_scores_codex":[0.9950329,0.0002287199,0.001891161,0.0009857311,0.000942611,0.000918877],"domain_scores_gemma":[0.9926975,0.001364399,0.004981454,0.0006962836,0.0002056232,0.00005472583],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001819422,0.00058757,0.8142541,0.001904213,0.0007679921,0.0006341473,0.001339532,0.0021505,0.003229423,0.04481426,0.007449468,0.1210494],"study_design_scores_gemma":[0.0005448137,0.00006412508,0.9287986,0.00008364332,0.00006957004,0.00000308288,0.009030591,0.001214493,0.0001021302,0.05210169,0.007755944,0.0002313486],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9956626,0.0001431023,0.0000482439,0.0007746522,0.0002079028,0.001517136,0.00005230832,0.0002157134,0.001378283],"genre_scores_gemma":[0.9980585,0.0001906356,0.00005505011,0.0002011087,0.0002356763,0.00008927764,0.0001343526,0.00005445692,0.0009809206],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.120818,"threshold_uncertainty_score":0.9998208,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0407937107607657,"score_gpt":0.2829995384351213,"score_spread":0.2422058276743556,"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."}}