{"id":"W3196624441","doi":"10.1108/edi-02-2021-0041","title":"Board gender diversity and firms' social engagement in the Gulf Cooperation Council (GCC) countries","year":2021,"lang":"en","type":"article","venue":"Equality Diversity and Inclusion An International Journal","topic":"Gender Diversity and Inequality","field":"Social Sciences","cited_by":53,"is_retracted":false,"has_abstract":true,"ca_institutions":"Concordia University","funders":"","keywords":"Gender diversity; Corporate governance; Accounting; Corporate social responsibility; Originality; Business; Panel data; Proxy (statistics); Socioeconomic status; Political science; Public relations; Economics; Finance; Sociology","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","open_science"],"consensus_categories":[],"category_scores_codex":[0.007079982,0.0001165216,0.0001537424,0.00006625537,0.03394718,0.0003419889,0.0006394967,0.0001261193,0.0005681767],"category_scores_gemma":[0.0003625459,0.0001078894,0.000068661,0.0001277143,0.0003477893,0.001292974,0.0156141,0.0004161436,0.00000481532],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006284185,"about_ca_system_score_gemma":0.0003321898,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004532291,"about_ca_topic_score_gemma":0.005222576,"domain_scores_codex":[0.9954702,0.00165283,0.0002319245,0.0002585478,0.002157545,0.000228966],"domain_scores_gemma":[0.998472,0.0001583256,0.0001408239,0.00008957971,0.001006452,0.0001328359],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"observational","study_design_scores_codex":[0.0001237605,0.0002204557,0.194438,0.000009887997,0.00006251944,0.00008351325,0.7386203,0.00001032169,0.000013807,0.06388253,0.001613381,0.0009215334],"study_design_scores_gemma":[0.002572487,0.00008761114,0.6094679,0.0000269021,0.00008497086,0.00003375894,0.2051661,0.0001497266,0.0000198268,0.02589507,0.1560871,0.0004085454],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9809996,0.0001093872,0.0008274585,0.01145155,0.000605349,0.0001010799,0.00005205016,0.0000172256,0.005836271],"genre_scores_gemma":[0.9925112,0.001284679,0.0000766279,0.005505145,0.0003785143,4.408271e-7,0.0000170268,0.00000221751,0.0002241068],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5334542,"threshold_uncertainty_score":0.9923474,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2439872474372967,"score_gpt":0.3442446646297988,"score_spread":0.1002574171925021,"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."}}