{"id":"W4382939176","doi":"10.1111/gwao.13035","title":"At the intersection of science, technology, engineering, and mathematics and business management in Canadian higher education: An intentional equity, diversity, and inclusion framework","year":2023,"lang":"en","type":"article","venue":"Gender Work and Organization","topic":"Gender Diversity and Inequality","field":"Social Sciences","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"Concordia University; Cape Breton University","funders":"","keywords":"Intersectionality; Scholarship; Inclusion (mineral); Higher education; Sociology; Pedagogy; Diversity (politics); Sociology of Education; Public relations; Gender studies; Political science","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.01214025,0.0009310012,0.0007509482,0.007630892,0.04645885,0.020331,0.003455625,0.001756088,0.0031181],"category_scores_gemma":[0.01112274,0.000559397,0.0005868884,0.00699659,0.06708899,0.006166697,0.02314395,0.003677246,0.0001110436],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.1297619,"about_ca_system_score_gemma":0.2109982,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9639669,"about_ca_topic_score_gemma":0.9727705,"domain_scores_codex":[0.983534,0.005555836,0.0003516823,0.001281488,0.00433109,0.004945818],"domain_scores_gemma":[0.9915265,0.002933044,0.0007445361,0.0004407366,0.00208736,0.002267736],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00003768384,0.00006503091,0.0299016,0.0001917819,0.00002694897,0.0004211946,0.5987496,0.0004425129,0.0006104758,0.3401593,0.001795976,0.02759796],"study_design_scores_gemma":[0.000008112547,0.00002746306,0.02715688,0.0005819669,0.0000429297,0.0001316545,0.8811225,0.0008566106,0.0003244315,0.04323238,0.04643869,0.00007631742],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7306462,0.002963674,0.009777702,0.02794902,0.0001735312,0.0002913273,0.0002308541,0.00003595123,0.2279318],"genre_scores_gemma":[0.9965944,0.0003384793,0.00130823,0.0003646621,0.000008054821,0.00002955435,0.000022214,0.000005949786,0.001328493],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9535412,"threshold_uncertainty_score":0.941493,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04430574424012443,"score_gpt":0.2827750002482337,"score_spread":0.2384692560081093,"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."}}