{"id":"W1597351813","doi":"10.2139/ssrn.800904","title":"Enhancing Corporate Operations and Social Accountability","year":2005,"lang":"en","type":"article","venue":"SSRN Electronic Journal","topic":"Quality and Supply Management","field":"Business, Management and Accounting","cited_by":2,"is_retracted":false,"has_abstract":false,"ca_institutions":"Institute on Governance","funders":"","keywords":"Accountability; Business; Corporate social responsibility; Accounting; Political science; Public relations; Law","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":[],"consensus_categories":[],"category_scores_codex":[0.00235237,0.0001354611,0.0001513093,0.0001281517,0.0007699774,0.0005005689,0.0001692451,0.00004945478,0.0001672945],"category_scores_gemma":[0.00003236382,0.0001257768,0.00006267726,0.0001687151,0.00005745987,0.001579279,0.0001011557,0.0007292544,0.0001572949],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000287591,"about_ca_system_score_gemma":0.0002098387,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002474718,"about_ca_topic_score_gemma":0.01548225,"domain_scores_codex":[0.9981695,0.00002367453,0.0003023889,0.0001893437,0.0002201633,0.001094939],"domain_scores_gemma":[0.9996348,0.00001371512,0.0001420436,0.00009310187,0.0001061529,0.000010163],"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":[0.00003795816,0.0001053589,0.002747945,0.00004363405,0.00008363183,0.000001296678,0.0002508883,0.0001959269,0.0004299779,0.962044,0.0004301803,0.0336292],"study_design_scores_gemma":[0.003051966,0.00008280559,0.01465765,0.00004317106,0.0003030852,0.0001028708,0.01744268,0.008915459,0.0001358813,0.6936623,0.2604493,0.001152807],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9683985,0.0003599018,0.01435028,0.01346964,0.0001683968,0.0001827656,0.000001142549,0.00007141895,0.002997989],"genre_scores_gemma":[0.9945726,0.0001462279,0.0001159186,0.002043142,0.002289691,0.000006399347,0.000009143317,0.00001491869,0.0008019018],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2683817,"threshold_uncertainty_score":0.863946,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0209774714055803,"score_gpt":0.2494793475672261,"score_spread":0.2285018761616458,"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."}}