{"id":"W7134369121","doi":"","title":"Exploring Employment Equity: Diversity & Inclusion in Canada’s Legislation & Policy","year":2017,"lang":"","type":"article","venue":"USF Scholarship Repository (University of San Francisco)","topic":"Discrimination and Equality Law","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Multiculturalism; Legislation; Immigration; Inclusion (mineral); Equity (law); Diversity (politics); Public policy; Population","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts","open_science"],"consensus_categories":[],"category_scores_codex":[0.002270315,0.0003191266,0.000565998,0.0003316099,0.01574931,0.0003501032,0.002828853,0.0002359993,0.0001874154],"category_scores_gemma":[0.0002726614,0.0004638296,0.0002034159,0.0004181327,0.0008738419,0.006554555,0.01225989,0.0006515714,0.00002039013],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004862355,"about_ca_system_score_gemma":0.004175898,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.990482,"about_ca_topic_score_gemma":0.9879832,"domain_scores_codex":[0.9950204,0.0007222028,0.0004775,0.0007056375,0.002316252,0.0007580181],"domain_scores_gemma":[0.9969956,0.0001073533,0.001038364,0.0009997942,0.0003542233,0.0005046672],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003901988,0.000451817,0.687163,0.000216393,0.000138986,0.0004608246,0.2052554,0.0001022977,0.002077069,0.03862412,0.0002492695,0.06487064],"study_design_scores_gemma":[0.001334209,0.00008363138,0.961435,0.0004571954,0.00009722137,0.000001475596,0.0286798,0.00005651478,0.0008274089,0.002485479,0.004010614,0.0005314511],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8529571,0.0000963784,0.00006796805,0.002739156,0.00113607,0.0003650713,0.00002663308,0.0000272676,0.1425843],"genre_scores_gemma":[0.9973401,0.0003001543,0.00007994778,0.0001156408,0.0002409752,6.000104e-7,0.000006003343,0.00001602359,0.001900502],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.274272,"threshold_uncertainty_score":0.9997814,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1743843128549289,"score_gpt":0.3217653515728363,"score_spread":0.1473810387179074,"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."}}