{"id":"W4312578962","doi":"10.46692/9781529216677.007","title":"Emergent Tensions in Diversity and Inclusion Work in Universities: Reflections on Policy and Practice","year":2022,"lang":"en","type":"other","venue":"","topic":"Gender Diversity and Inequality","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Diversity (politics); Inclusion (mineral); Work (physics); Political science; Sociology; Pedagogy; Engineering ethics; Public relations; Social science; Engineering; Law; Mechanical engineering","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.09143331,0.0008357912,0.001543037,0.004142969,0.05194831,0.0509875,0.006819787,0.02206889,0.00721103],"category_scores_gemma":[0.05404546,0.001138684,0.001266428,0.00663909,0.1237235,0.04559453,0.04998988,0.0190689,0.0006176935],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.05147126,"about_ca_system_score_gemma":0.04901227,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01627894,"about_ca_topic_score_gemma":0.01403305,"domain_scores_codex":[0.9050673,0.07280316,0.002311321,0.003831164,0.004959415,0.01102776],"domain_scores_gemma":[0.9141457,0.06934852,0.002711114,0.00286179,0.003927295,0.007005536],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00004024277,0.00008593683,0.001147493,0.0002880983,0.000006802343,0.0005317051,0.6953242,0.0002512845,0.0001625174,0.2845117,0.003779682,0.0138703],"study_design_scores_gemma":[0.00001066491,0.00002817989,0.0006370851,0.0008249484,0.000004012535,0.000121203,0.8860084,0.0001942179,0.000161256,0.05397588,0.05799668,0.00003742118],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.2553435,0.01857443,0.01084746,0.6216865,0.002114578,0.0002666065,0.00007384123,0.00009567838,0.09099744],"genre_scores_gemma":[0.9773899,0.004202635,0.00183586,0.01189179,0.0003370932,0.0001769017,0.00001735254,0.00005920439,0.004089314],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.09143331,"threshold_uncertainty_score":0.4835513,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1699578055836202,"score_gpt":0.3889335383764248,"score_spread":0.2189757327928046,"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."}}