{"id":"W6959562633","doi":"10.13140/rg.2.2.16257.71520","title":"BCPSA 2019 Presentation: Underrepresented Visible Minorities in Vancouver Municipal Offices","year":2019,"lang":"en","type":"article","venue":"","topic":"Legal and Regulatory Analysis","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Government (linguistics); Work (physics); Ethnic group; Agency (philosophy)","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":[0.002730934,0.000719401,0.0005041923,0.001070958,0.01560266,0.006207414,0.00131424,0.01105197,0.1022398],"category_scores_gemma":[0.005341303,0.0004456535,0.0004548294,0.0009155775,0.001517841,0.0009367035,0.003742479,0.00779397,0.009516892],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0115226,"about_ca_system_score_gemma":0.02547688,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.2735569,"about_ca_topic_score_gemma":0.6813249,"domain_scores_codex":[0.9979399,0.0002036873,0.00004691281,0.0001413178,0.0007209052,0.0009473372],"domain_scores_gemma":[0.9946332,0.0006361688,0.0001347616,0.0000799502,0.001891002,0.002624947],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"observational","study_design_scores_codex":[0.00002583342,0.00001968769,0.0007156256,0.00003982314,0.000002145892,0.0003205268,0.000309903,0.0000212714,0.0001459095,0.0004532814,0.993721,0.00422503],"study_design_scores_gemma":[0.00002643236,0.00003462698,0.006556944,0.000231717,0.000007567814,0.0001508662,0.005570501,0.0001159258,0.0002082223,0.0006545426,0.9864237,0.00001896501],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.02421507,0.003121178,0.0004001805,0.6425583,0.07506498,0.0007180417,0.003580052,0.0002084376,0.2501337],"genre_scores_gemma":[0.04125281,0.001571011,0.0002871141,0.07831726,0.01031976,0.000275608,0.001025806,0.0001051375,0.8668456],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7264431,"threshold_uncertainty_score":0.5439293,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01690197366381526,"score_gpt":0.3020597380831719,"score_spread":0.2851577644193566,"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."}}