{"id":"W4285513241","doi":"10.2139/ssrn.4053062","title":"Boardroom Gender Diversity Reforms and Institutional Monitoring: Global Evidence","year":2021,"lang":"en","type":"article","venue":"SSRN Electronic Journal","topic":"Gender Diversity and Inequality","field":"Social Sciences","cited_by":14,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of British Columbia","funders":"","keywords":"Diversity (politics); Gender diversity; Political science; Business; Corporate governance; Law; 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":"codex-gemma-dda1882f352a","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.002074055,0.00008608167,0.0001089831,0.00002379072,0.002740513,0.0001142921,0.0002575407,0.00009283495,0.00005430536],"category_scores_gemma":[0.0002661218,0.00008368593,0.00007980144,0.000227382,0.0001928253,0.0007680648,0.0003092806,0.0007054569,0.00001859314],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002235243,"about_ca_system_score_gemma":0.004382372,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001343724,"about_ca_topic_score_gemma":0.003277149,"domain_scores_codex":[0.9976875,0.0002002748,0.0001249634,0.0001993174,0.000584417,0.001203511],"domain_scores_gemma":[0.9994311,0.00003087594,0.00006982028,0.00009105876,0.000203384,0.0001737987],"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":[0.00003420076,0.00005068959,0.4843435,0.000007571352,0.00009807548,0.00003101771,0.00399465,0.00001241454,0.00002858409,0.5039888,0.00009449923,0.00731599],"study_design_scores_gemma":[0.0006918561,0.00009413747,0.275952,0.00004582174,0.0000887346,0.0003399499,0.07477832,0.000006349002,0.00005905325,0.6401181,0.007501957,0.0003237374],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9739666,0.006089445,0.002960019,0.002812015,0.0007015202,0.00005687472,0.000005539616,0.00003504418,0.01337295],"genre_scores_gemma":[0.9864853,0.01202248,0.0001389734,0.00007939531,0.0003981483,3.096002e-7,9.229489e-7,0.000001843801,0.0008726543],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2083915,"threshold_uncertainty_score":0.9985578,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1216731927892763,"score_gpt":0.3236443150835602,"score_spread":0.2019711222942839,"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."}}