{"id":"W2130303360","doi":"10.2139/ssrn.2143259","title":"Signaling Through Corporate Accountability Reporting","year":2012,"lang":"en","type":"article","venue":"SSRN Electronic Journal","topic":"Corporate Social Responsibility Reporting","field":"Business, Management and Accounting","cited_by":167,"is_retracted":false,"has_abstract":false,"ca_institutions":"Kellogg's (Canada)","funders":"","keywords":"Accountability; Business; Accounting; Political science; 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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.01940278,0.000311837,0.0004523353,0.0001594154,0.0007925738,0.0004382658,0.00032882,0.0001414895,0.0001496913],"category_scores_gemma":[0.004904169,0.0002904659,0.0003145887,0.0008789955,0.00009936614,0.004255812,0.0002009748,0.002084084,0.0002006001],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001178166,"about_ca_system_score_gemma":0.001398118,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006554406,"about_ca_topic_score_gemma":0.000519397,"domain_scores_codex":[0.9931441,0.00006354947,0.001947693,0.0003637096,0.000670522,0.003810405],"domain_scores_gemma":[0.9911669,0.0001078564,0.007741775,0.0003802966,0.0005610511,0.00004205043],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0001452417,0.0002045337,0.8070689,0.00006348138,0.000129022,0.00001929379,0.0003139793,0.00005406029,0.006451169,0.1602779,0.00009784986,0.02517456],"study_design_scores_gemma":[0.0006074461,0.00003189856,0.01922327,0.00005997913,0.000189908,0.000580237,0.009302843,0.0001543297,0.0003649128,0.9537407,0.01499559,0.0007489245],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9849645,0.0008793627,0.005930549,0.0003834366,0.0009273852,0.0002556091,4.801763e-7,0.0001926027,0.006466103],"genre_scores_gemma":[0.9935009,0.00005353181,0.0002674411,0.0005233763,0.005099975,0.000008453095,0.000009419704,0.00006207591,0.0004747795],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7934627,"threshold_uncertainty_score":0.9999548,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06345384777234912,"score_gpt":0.2967716873923635,"score_spread":0.2333178396200143,"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."}}