{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00272891,0.0002000795,0.0004742224,0.004225396,0.0164616,0.008182277,0.002370307,0.0007856067,0.00569541],"category_scores_gemma":[0.007300943,0.000395034,0.0004737348,0.01185013,0.0050881,0.002520805,0.004839731,0.001298131,0.000547812],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.09656439,"about_ca_system_score_gemma":0.1115079,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.991559,"about_ca_topic_score_gemma":0.9954079,"domain_scores_codex":[0.9939548,0.0006915365,0.0001992441,0.0004436163,0.002299515,0.002411198],"domain_scores_gemma":[0.9901459,0.0007317917,0.001517567,0.0002248406,0.004261652,0.003118289],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004339933,0.0001616446,0.6337736,0.0008456086,0.0000927493,0.002010632,0.2065395,0.000467041,0.002478832,0.007312492,0.03016632,0.1157175],"study_design_scores_gemma":[0.00001137164,0.00004548863,0.6839577,0.0002995678,0.00002511721,0.0002905008,0.2781027,0.0002234982,0.0004203182,0.0002563698,0.03628757,0.00007977065],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9538726,0.003123363,0.000202953,0.01617106,0.00007203557,0.00005347408,0.001415431,0.00006421928,0.02502507],"genre_scores_gemma":[0.9933624,0.001323752,0.0001830381,0.001639785,0.00001576612,0.00001684986,0.0003790616,0.0000243557,0.003054956],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9034356,"threshold_uncertainty_score":0.700627,"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."}}