{"id":"W4407806494","doi":"10.2139/ssrn.5148550","title":"The Impact of Female CEOS on Corporate Social Responsibility and Business Performance","year":2025,"lang":"en","type":"preprint","venue":"SSRN Electronic Journal","topic":"Socioeconomic Development in MENA","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Western University","funders":"","keywords":"Corporate social responsibility; Business; Accounting; Business administration; Public relations; Political science","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","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.01029002,0.0002252024,0.0003655355,0.0001185332,0.001665451,0.0001655834,0.0006836625,0.000273163,0.00002250459],"category_scores_gemma":[0.0004688133,0.000166802,0.000177635,0.0002195285,0.0005925616,0.0001064354,0.0002385633,0.002691936,0.000005707147],"about_ca_system_candidate":true,"about_ca_system_consensus":true,"about_ca_system_score_codex":0.00420573,"about_ca_system_score_gemma":0.0286977,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000807194,"about_ca_topic_score_gemma":0.001414679,"domain_scores_codex":[0.996699,0.0006409049,0.0004833588,0.0002981809,0.0003466367,0.001531902],"domain_scores_gemma":[0.9980238,0.0004138904,0.0009324804,0.0002258141,0.0003389984,0.00006498164],"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":[0.002585215,0.0003078271,0.3175385,0.0001540112,0.002209279,0.000003634927,0.03706348,0.0008319719,0.00003227653,0.4081586,0.001635549,0.2294796],"study_design_scores_gemma":[0.0006909323,0.0001871576,0.3139642,0.0001643174,0.00006583946,0.000009112916,0.01042582,0.00006119118,0.0000235733,0.6726332,0.001351659,0.0004229644],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.988129,0.0008669203,0.00004584574,0.001268824,0.0006573386,0.0003417248,0.00001464728,0.00002078618,0.008654888],"genre_scores_gemma":[0.9783959,0.01590123,0.00003689223,0.00002343686,0.0003774592,0.00001368291,0.000003486377,0.00001143474,0.00523649],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2644746,"threshold_uncertainty_score":0.9996343,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03147185318605519,"score_gpt":0.3326493102074137,"score_spread":0.3011774570213585,"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."}}