{"id":"W3199256404","doi":"10.33137/ijidi.v5i3.36202","title":"An Exploratory Study of Diversity Statements in Canadian Academic Librarian Job Advertisements","year":2021,"lang":"en","type":"article","venue":"The International Journal of Information Diversity & Inclusion (IJIDI)","topic":"Business Law and Ethics","field":"Business, Management and Accounting","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"York University","funders":"York University; Ryerson University","keywords":"Boilerplate text; Diversity (politics); Sexual orientation; Cultural diversity; Public relations; Gender diversity; Exploratory research; Equity (law); Inclusion (mineral); Sociology; Psychology; Political science; Advertising; Social psychology; Business; Social science; Law; Corporate governance","routes":{"ca_aff":true,"ca_fund":true,"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":[],"consensus_categories":[],"category_scores_codex":[0.001426251,0.0001185373,0.0001744852,0.0006672124,0.0009168049,0.0001462939,0.001413472,0.00008415885,0.0002818828],"category_scores_gemma":[0.0001664133,0.0001019157,0.00006544971,0.0004077084,0.00004307627,0.01099729,0.006298077,0.0003861612,0.00003175214],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003100977,"about_ca_system_score_gemma":0.000295297,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.05220027,"about_ca_topic_score_gemma":0.07686218,"domain_scores_codex":[0.9976849,0.0000516237,0.0006533044,0.00008448584,0.001345579,0.0001801199],"domain_scores_gemma":[0.9974736,0.00003488588,0.0007895466,0.0001549715,0.001496311,0.0000507059],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003426755,0.0003557486,0.9567267,0.00004197835,0.0001880335,0.0001106759,0.02947097,0.003246153,0.0001050372,0.003307801,0.002553776,0.003550483],"study_design_scores_gemma":[0.007133943,0.0001102974,0.8960832,0.0003738795,0.0001850739,0.00001846082,0.05685404,0.004055873,0.0002408888,0.006313033,0.02817906,0.0004522169],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9944193,0.0000201886,0.0001404272,0.002883482,0.001007814,0.0001368555,0.00001296334,0.000009922331,0.001369076],"genre_scores_gemma":[0.9961065,0.00005811722,0.0000297375,0.003557954,0.0001828047,6.205908e-7,0.00003992717,0.000004372879,0.00001996043],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06064343,"threshold_uncertainty_score":0.9541112,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04150415261476096,"score_gpt":0.2871967344929585,"score_spread":0.2456925818781976,"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."}}