{"id":"W2969244150","doi":"10.1093/oso/9780190870829.003.0011","title":"Managing Diversity","year":2019,"lang":"en","type":"book-chapter","venue":"The United States and Canada","topic":"Canadian Policy and Governance","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Immigration; Bureaucracy; Political science; Legislature; Diversity (politics); Immigration policy; Politics; Context (archaeology); Public administration; Law; Political economy; Sociology; Geography","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002103569,0.0004845331,0.0003241054,0.001779898,0.01017063,0.01090778,0.001883821,0.001983294,0.06879795],"category_scores_gemma":[0.003675323,0.000217963,0.0002870171,0.002276978,0.006763111,0.005972177,0.007760675,0.002767225,0.01136508],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0164545,"about_ca_system_score_gemma":0.02262315,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.1040745,"about_ca_topic_score_gemma":0.1982893,"domain_scores_codex":[0.9978859,0.0004892505,0.0000443701,0.0002706563,0.0008605311,0.0004492402],"domain_scores_gemma":[0.9981469,0.0002559096,0.00006969297,0.0002693138,0.0006876364,0.0005704877],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000008084427,0.00001826714,0.0004023734,0.00008214858,0.000004865126,0.00009895941,0.006915669,0.0002274773,0.0001962536,0.4098923,0.4531246,0.129029],"study_design_scores_gemma":[0.000001225304,0.000002124046,0.0001130475,0.00008588088,0.000001247247,0.00003068732,0.001291797,0.00003383088,0.00003564475,0.01538097,0.9830211,0.000002286765],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.001581736,0.004900502,0.002703237,0.02950298,0.001485796,0.00005386415,0.0001688664,0.0001338897,0.9594691],"genre_scores_gemma":[0.08683962,0.008654244,0.006002085,0.0123888,0.001159267,0.00009566001,0.0003780512,0.0002947024,0.8841876],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.8959255,"threshold_uncertainty_score":0.2301521,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01345462369393111,"score_gpt":0.2064957139149591,"score_spread":0.193041090221028,"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."}}