{"id":"W4392699210","doi":"10.47678/cjhe.vi.190047","title":"“It's Kind of My Responsibility”: An Analysis of the Current EDI Discourse in Canadian STEM Fields and its Potential and Limitations to Contest Intersectional Discrimination","year":2024,"lang":"en","type":"article","venue":"Canadian Journal of Higher Education","topic":"Law, AI, and Intellectual Property","field":"Computer Science","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Concordia University","funders":"Concordia University; Government of Canada","keywords":"CONTEST; Current (fluid); Discourse analysis; Sociology; Public relations; Political science; Linguistics; Law","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003614824,0.00006476484,0.0001239676,0.0009079349,0.00007571612,0.0001030139,0.0002134308,0.00003308986,0.00002761948],"category_scores_gemma":[0.0001204157,0.00004794319,0.00005016819,0.0006896596,0.00007596145,0.0004655596,0.00001531312,0.0001391373,3.876729e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002312566,"about_ca_system_score_gemma":0.00313713,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.04895569,"about_ca_topic_score_gemma":0.7783621,"domain_scores_codex":[0.9991766,0.0001163874,0.000298874,0.0001434943,0.0001254856,0.0001391311],"domain_scores_gemma":[0.9990692,0.00009138969,0.00008067661,0.0001311036,0.0002835379,0.000344134],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0001437042,0.0006005398,0.09195855,0.0004325937,0.0009262919,0.00003116975,0.2631781,0.005192224,0.002620278,0.1551218,0.04104518,0.4387496],"study_design_scores_gemma":[0.0002125475,0.0004645496,0.9343145,0.0005475754,0.0003723992,0.00004178316,0.003502184,0.03590147,0.0004170632,0.002053541,0.02192458,0.0002478188],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9785338,0.002062602,0.001729121,0.01482826,0.002376238,0.0001399566,0.00002426806,0.0000018595,0.0003038703],"genre_scores_gemma":[0.9992534,0.00001866301,0.00008106873,0.0002070231,0.0000780867,0.000002570954,0.0000032888,0.000003282958,0.0003526374],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.842356,"threshold_uncertainty_score":0.9573774,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0396312663545581,"score_gpt":0.3098451491197656,"score_spread":0.2702138827652075,"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."}}