{"id":"W4311524699","doi":"10.18438/eblip30151","title":"Changes in the Library Landscape Regarding Visible Minority Librarians in Canada","year":2022,"lang":"en","type":"article","venue":"Evidence Based Library and Information Practice","topic":"Library Science and Administration","field":"Social Sciences","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University; Wilfrid Laurier University; University of Ottawa; Toronto Public Health; University of Saskatchewan; University of British Columbia","funders":"","keywords":"Library science; Ethnic group; Survey research; Survey data collection; Medical education; Psychology; Medicine; Political science; Sociology; Computer science; Socioeconomics","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["scholarly_communication","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001162051,0.00008934832,0.0000955288,0.0002013463,0.0006599206,0.0007675496,0.0005144845,0.00003326504,0.001197412],"category_scores_gemma":[0.0004979441,0.00007706786,0.00001616853,0.001555391,0.00005257121,0.2529953,0.0001217891,0.0003340477,0.000004390071],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003331848,"about_ca_system_score_gemma":0.003763797,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.05596023,"about_ca_topic_score_gemma":0.01353529,"domain_scores_codex":[0.997732,0.001018852,0.0002851147,0.0001472282,0.0005636148,0.0002531682],"domain_scores_gemma":[0.9976965,0.001850487,0.0001999466,0.0001656194,0.000006915462,0.00008052447],"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":[0.0004959521,0.0001063877,0.354784,0.00009902643,0.00000605322,0.0001034033,0.01661512,0.001235834,0.000007071425,0.544623,0.06258214,0.019342],"study_design_scores_gemma":[0.00019902,0.00007292635,0.04177659,0.00004068516,0.000003714903,0.000006224195,0.05930291,0.001512776,0.00007567655,0.0002607527,0.8966171,0.0001316439],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.08884253,0.0005475205,0.00001687923,0.7521594,0.0003857361,0.0006576626,0.00003807372,0.00008576255,0.1572665],"genre_scores_gemma":[0.8863925,0.0008759208,0.0003228128,0.1117619,0.0001286314,0.00006908651,0.00006172033,0.000003803257,0.0003836627],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8340349,"threshold_uncertainty_score":0.9997156,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02014678179219067,"score_gpt":0.2556243036904275,"score_spread":0.2354775218982369,"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."}}