{"id":"W4281395874","doi":"10.4018/978-1-6684-3657-8.ch005","title":"Dimensions in EDI Policy Development","year":2022,"lang":"en","type":"book-chapter","venue":"Advances in human resources management and organizational development book series","topic":"International Student and Expatriate Challenges","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Royal Roads University","funders":"","keywords":"Realm; Multiculturalism; Multidisciplinary approach; Sociology; Performative utterance; Diversity (politics); Function (biology); Intersectionality; Engineering ethics; Epistemology; Political science; Social science; Engineering; Pedagogy; Gender studies","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0004690784,0.000361534,0.0003311753,0.0009124776,0.001371109,0.0001049428,0.000446584,0.0001319199,0.002971761],"category_scores_gemma":[0.00002554051,0.0004105552,0.00003364362,0.0002078348,0.0002482874,0.0007073073,0.0007703018,0.0002668928,0.00003398874],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009294777,"about_ca_system_score_gemma":0.0002110028,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007429507,"about_ca_topic_score_gemma":0.005942868,"domain_scores_codex":[0.9972752,0.00004948963,0.0006516001,0.0005511383,0.001039352,0.0004331596],"domain_scores_gemma":[0.9994118,0.00006143242,0.000237993,0.0001198953,0.00008587085,0.00008306489],"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":[0.00002420282,0.00004220636,0.003025038,0.00007669193,0.00006288647,0.00004075425,0.04270277,0.00004259763,4.66143e-7,0.9514211,0.0002436508,0.002317636],"study_design_scores_gemma":[0.0003344807,0.00001590754,0.00299125,0.0001844979,0.000008940661,9.061716e-7,0.005743664,1.780804e-7,0.000006160186,0.0235152,0.966733,0.000465765],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.005064559,0.01214731,0.000006343343,0.0009772526,0.0002888571,0.0006882229,0.000007789886,0.0000905535,0.9807291],"genre_scores_gemma":[0.01753736,0.08572195,0.001042046,0.0004172048,0.0003608773,0.00008688101,0.0004195362,0.00008040281,0.8943337],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.9664894,"threshold_uncertainty_score":0.999929,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01225647941532879,"score_gpt":0.2687707447393576,"score_spread":0.2565142653240288,"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."}}