{"id":"W4402190857","doi":"10.32920/26871511.v1","title":"Measuring Equity-Seeking Students' Satisfaction Levels With Equity, Diversity, and Inclusion Initiatives: The Bachelor of Design Fashion Program at Toronto Metropolitan University","year":2024,"lang":"en","type":"preprint","venue":"","topic":"Crafts, Textile, and Design","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto Metropolitan University","funders":"","keywords":"Bachelor; Metropolitan area; Equity (law); Inclusion (mineral); Diversity (politics); Sociology; Psychology; Political science; Public relations; Geography; Social psychology","routes":{"ca_aff":true,"ca_fund":false,"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":["metaepi_narrow","sts","open_science"],"consensus_categories":[],"category_scores_codex":[0.001301468,0.0004178812,0.0004853523,0.0001708752,0.004691266,0.0003962669,0.000712474,0.0001748056,0.0006235043],"category_scores_gemma":[0.00002481048,0.0002943169,0.0001536159,0.00005955535,0.0005392364,0.0004666042,0.09747227,0.0004751418,0.000007141392],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002202968,"about_ca_system_score_gemma":0.0001257303,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.01660767,"about_ca_topic_score_gemma":0.07993758,"domain_scores_codex":[0.9971237,0.00037745,0.0003173876,0.0006160485,0.001201753,0.000363729],"domain_scores_gemma":[0.9986458,0.0002722821,0.0003065919,0.0003898535,0.0002706872,0.0001148299],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.001035414,0.0006108005,0.01349222,0.002619048,0.002147427,0.00008538299,0.6395788,0.00007690023,0.0002688031,0.269026,0.000843059,0.0702162],"study_design_scores_gemma":[0.005121819,0.004777441,0.149504,0.004649533,0.0056291,0.00004002506,0.7323014,0.002555416,0.00114541,0.08394168,0.00597804,0.004356115],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7712579,0.001298935,0.009677496,0.000218152,0.000863624,0.00328378,0.0001906948,0.0005586492,0.2126508],"genre_scores_gemma":[0.996896,0.0002258693,0.0005333889,0.00004020931,0.0001931585,0.00001170272,0.0000133754,0.00003468257,0.002051594],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2256381,"threshold_uncertainty_score":0.9999509,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1748946856956321,"score_gpt":0.3261105075465862,"score_spread":0.151215821850954,"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."}}