{"id":"W31163259","doi":"10.58948/2331-3536.1333","title":"Diversity in the Boardroom: A Content Analysis of Corporate Proxy Disclosures","year":2014,"lang":"en","type":"article","venue":"Pace international law review","topic":"Corporate Governance and Law","field":"Business, Management and Accounting","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"York University","funders":"","keywords":"Norwegian; Argument (complex analysis); Prudence; Law; Accounting; Proxy (statistics); Legislation; Corporate law; Capitalization; Business; Corporate governance; Law and economics; Economics; Political science; Finance","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.009678056,0.0003629266,0.0004797233,0.005522339,0.003298866,0.005627244,0.001078898,0.001173397,0.001750899],"category_scores_gemma":[0.04634693,0.000291964,0.0003045625,0.005860691,0.005111585,0.006309825,0.004776145,0.001328659,0.0002216397],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004721351,"about_ca_system_score_gemma":0.002739962,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004981504,"about_ca_topic_score_gemma":0.006316731,"domain_scores_codex":[0.9865291,0.009270995,0.0008173914,0.000838284,0.001994173,0.0005501173],"domain_scores_gemma":[0.9468775,0.0431602,0.004530901,0.001180446,0.003279769,0.0009711626],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"observational","study_design_scores_codex":[0.00006295136,0.00005945968,0.01776339,0.000467689,0.00001524712,0.0004068663,0.9432114,0.0001170884,0.001681485,0.006743714,0.002139444,0.0273313],"study_design_scores_gemma":[0.0000104295,0.000048406,0.03729369,0.0006143203,0.00002145297,0.0003586772,0.9201331,0.0009498047,0.0006555415,0.002936893,0.03693391,0.00004377817],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9710336,0.0007007428,0.008181903,0.002328181,0.00009067148,0.0005021091,0.0007059842,0.000047552,0.01640922],"genre_scores_gemma":[0.985817,0.0007557658,0.008247403,0.0005927126,0.00007645094,0.0006827971,0.000865976,0.00009848433,0.00286335],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.009678056,"threshold_uncertainty_score":0.05118304,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08232588502450129,"score_gpt":0.2658712717791553,"score_spread":0.183545386754654,"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."}}