{"id":"W4385820406","doi":"10.2139/ssrn.4536237","title":"Are Firms Sacrificing Flexibility for Diversity and Inclusion?","year":2023,"lang":"en","type":"article","venue":"SSRN Electronic Journal","topic":"Gender Diversity and Inequality","field":"Social Sciences","cited_by":4,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Alberta","funders":"","keywords":"Diversity (politics); Flexibility (engineering); Inclusion (mineral); Business; Economics; Psychology; Political science; Management; Social psychology; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.006609003,0.000294446,0.0007132595,0.001584412,0.005318326,0.01555096,0.001547047,0.006211527,0.01829862],"category_scores_gemma":[0.02692127,0.0003347653,0.0005188474,0.002080518,0.01429373,0.009959063,0.008319858,0.00319162,0.001516331],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004191443,"about_ca_system_score_gemma":0.006953667,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01254799,"about_ca_topic_score_gemma":0.02360579,"domain_scores_codex":[0.990895,0.001453374,0.0002356224,0.0008189373,0.001457884,0.005139079],"domain_scores_gemma":[0.952247,0.01573106,0.01038135,0.004046258,0.002841668,0.01475261],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"observational","study_design_scores_codex":[0.0009316765,0.000760637,0.3423226,0.0003438896,0.0002660403,0.001716289,0.02490823,0.001558302,0.003562096,0.4618483,0.01946214,0.1423198],"study_design_scores_gemma":[0.0002526323,0.0005895674,0.3239838,0.0008133632,0.0001603738,0.0005308364,0.1355931,0.001532679,0.002312117,0.4438995,0.09009353,0.0002385519],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7913766,0.001382685,0.001795385,0.05626364,0.0001358362,0.00004872437,0.0001939408,0.00005834799,0.1487448],"genre_scores_gemma":[0.9976112,0.00009206388,0.00007395707,0.0008048608,0.00003060789,0.000005058605,0.00001154013,0.000002978657,0.001367798],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01829862,"threshold_uncertainty_score":0.06121498,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1027472233540989,"score_gpt":0.3264759649959124,"score_spread":0.2237287416418134,"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."}}