{"id":"W4388164259","doi":"10.1080/01587919.2023.2267472","title":"Equity, diversity, and inclusion in open education: A systematic literature review","year":2023,"lang":"en","type":"article","venue":"Distance Education","topic":"Open Education and E-Learning","field":"Computer Science","cited_by":23,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Government of Nunavut; William and Flora Hewlett Foundation","keywords":"Inclusion (mineral); Equity (law); Diversity (politics); Distance education; Perspective (graphical); Systematic review; Knowledge management; Sociology; Open educational resources; Higher education; Open education; Public relations; Pedagogy; Engineering ethics; Political science; Computer science; Social science; Engineering","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["open_science"],"consensus_categories":[],"category_scores_codex":[0.001212713,0.0001054101,0.0001994168,0.0001850598,0.001209172,0.0004689663,0.00142233,0.00003894621,0.0000145511],"category_scores_gemma":[0.0002521705,0.0001011682,0.00002221651,0.001862521,0.00001583042,0.001293153,0.0245028,0.0001407527,0.0000636818],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001613097,"about_ca_system_score_gemma":0.0005057094,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005408264,"about_ca_topic_score_gemma":0.00003946503,"domain_scores_codex":[0.9987732,0.0001822257,0.0002482438,0.0003438542,0.0002873075,0.0001651855],"domain_scores_gemma":[0.9991471,0.00006185735,0.0001471018,0.0003983263,0.0001537428,0.00009192435],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"systematic_review","study_design_scores_codex":[0.000006564412,0.0007616705,0.01225332,0.08494312,0.00001284268,0.000005121877,0.1081227,0.000006741649,0.00003234015,0.6356122,0.1035321,0.0547113],"study_design_scores_gemma":[0.001187677,0.0001845544,0.1213005,0.5462119,0.0001141112,0.0001610369,0.03513461,0.003283571,0.00005016514,0.1934991,0.09669519,0.002177619],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.07476703,0.3986165,0.005076333,0.1896851,0.01629489,0.01360353,0.0000103512,0.001000235,0.300946],"genre_scores_gemma":[0.9650277,0.02121936,0.00138785,0.005106168,0.0001039382,0.0003497359,0.00008667493,0.00001036769,0.006708136],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8902608,"threshold_uncertainty_score":0.9833868,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03117275994678869,"score_gpt":0.352857587327102,"score_spread":0.3216848273803133,"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."}}