{"id":"W1997551149","doi":"10.5860/crl.75.4.492","title":"Promoting Racial and Ethnic Diversity among Canadian Academic Librarians","year":2014,"lang":"en","type":"article","venue":"College & Research Libraries","topic":"Library Science and Administration","field":"Social Sciences","cited_by":32,"is_retracted":false,"has_abstract":true,"ca_institutions":"York University","funders":"","keywords":"Diversity (politics); Equity (law); Ethnic group; Cultural diversity; Academic library; Racial diversity; Political science; Public relations; Sociology; Library science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.002967555,0.000105055,0.0001413834,0.0003262328,0.005674514,0.0006430224,0.0007570702,0.0002391346,0.000300259],"category_scores_gemma":[0.001703306,0.0001039288,0.00003315509,0.001355674,0.002426678,0.007320448,0.0005266755,0.0006349905,0.00003933487],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006235657,"about_ca_system_score_gemma":0.002774582,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.04758934,"about_ca_topic_score_gemma":0.1673506,"domain_scores_codex":[0.9968188,0.0009347675,0.0001715281,0.0003742002,0.0008176921,0.000883013],"domain_scores_gemma":[0.9981601,0.000635263,0.0000467795,0.0001738741,0.00007792845,0.0009060124],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0000242276,0.00001749389,0.2580858,0.00002289262,0.000008542091,0.0000252079,0.101405,4.372222e-7,0.00005520137,0.6107424,0.02089624,0.008716501],"study_design_scores_gemma":[0.0004866887,0.0003032615,0.3464012,0.000092462,0.000009310594,0.000002004202,0.04125661,0.0008577902,0.0007774123,0.1491525,0.4601626,0.0004982341],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8705823,0.0002613068,0.00001124146,0.02202317,0.0002213754,0.0005105851,0.00003063967,0.0001118976,0.1062475],"genre_scores_gemma":[0.9902814,0.0001130929,0.0001361679,0.0003951286,0.0005585689,0.00001375674,0.000008868939,0.000009689746,0.008483345],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4615899,"threshold_uncertainty_score":0.99562,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1224193171651549,"score_gpt":0.3690912092229257,"score_spread":0.2466718920577708,"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."}}