{"id":"W2908826078","doi":"10.21083/partnership.v13i2.4887","title":"Roundtable: What is Holding Librarianship Back from Being more Inclusive of Visible Minorities","year":2018,"lang":"en","type":"article","venue":"Partnership The Canadian Journal of Library and Information Practice and Research","topic":"Library Science and Administration","field":"Social Sciences","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"York University; University of Windsor; Western University","funders":"","keywords":"Sociology; Political science; Library science; Computer science","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":["sts","scholarly_communication"],"consensus_categories":["scholarly_communication"],"category_scores_codex":[0.002274683,0.00006516495,0.0001077025,0.0003208322,0.001699027,0.004632307,0.0003509304,0.00009218892,0.0003634384],"category_scores_gemma":[0.0006200193,0.00004734036,0.0000256714,0.000669187,0.001061833,0.1702565,0.00005735342,0.0003356711,0.00001004001],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000222286,"about_ca_system_score_gemma":0.002994993,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003878058,"about_ca_topic_score_gemma":0.0006511573,"domain_scores_codex":[0.9982755,0.0005149054,0.0003380085,0.00007096457,0.0005158649,0.0002847837],"domain_scores_gemma":[0.9978015,0.00117089,0.0002742217,0.0001023319,0.000240242,0.0004108613],"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":[0.000235856,0.00001624622,0.01898787,0.0000653954,0.0000655984,0.00001456641,0.403612,0.000002956243,0.0000301871,0.5353613,0.02533689,0.01627109],"study_design_scores_gemma":[0.0001766238,0.0001992708,0.002087271,0.0001663075,0.00001214392,0.00001500272,0.2669896,0.00005400304,0.001350207,0.01406356,0.714807,0.00007904659],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.3833911,0.002449659,0.00002545024,0.4212877,0.0004047571,0.000275247,0.00001844495,0.000007327222,0.1921404],"genre_scores_gemma":[0.9886974,0.002770622,0.00033464,0.00516983,0.0005670661,0.000001119454,0.000007174762,0.000003707078,0.002448428],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.6894701,"threshold_uncertainty_score":0.9996006,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08938368282307015,"score_gpt":0.3836169529964131,"score_spread":0.2942332701733429,"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."}}