{"id":"W4211209254","doi":"10.2139/ssrn.3974699","title":"A Duty to Diversity","year":2022,"lang":"en","type":"article","venue":"SSRN Electronic Journal","topic":"International Labor and Employment Law","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"McGill University","funders":"","keywords":"Diversity (politics); Duty; Political science; 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":[0.0137816,0.0006179808,0.001584247,0.001764818,0.02859933,0.01582308,0.00264813,0.02293145,0.01765403],"category_scores_gemma":[0.03068531,0.0006997268,0.001121885,0.00120134,0.05951189,0.01811795,0.01953736,0.0389812,0.004398191],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004857883,"about_ca_system_score_gemma":0.0108769,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01103161,"about_ca_topic_score_gemma":0.0122144,"domain_scores_codex":[0.9825451,0.005499334,0.0006255492,0.003682083,0.003972749,0.003675103],"domain_scores_gemma":[0.9829347,0.005864452,0.0007654353,0.00357034,0.002841245,0.004023956],"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":[0.00001193874,0.0000147548,0.0001659746,0.00001041994,0.000006377521,0.00002682488,0.001938983,0.00003204907,0.00005278604,0.9624314,0.03301797,0.002290462],"study_design_scores_gemma":[0.00004403429,0.00002539513,0.0003204592,0.0001033984,0.000009962742,0.0001168294,0.002449531,0.0001103978,0.0001497268,0.6973783,0.2992621,0.00002986719],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.01126059,0.002265578,0.006617224,0.3896645,0.00603992,0.00007048803,0.0001313928,0.00006746032,0.5838829],"genre_scores_gemma":[0.4149334,0.000820543,0.002751367,0.3082271,0.006568749,0.0003720706,0.00009212986,0.0002261499,0.2660086],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.02859933,"threshold_uncertainty_score":0.07288492,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01378021165283267,"score_gpt":0.2833239279002416,"score_spread":0.2695437162474089,"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."}}