{"id":"W3182294539","doi":"10.5430/ijhe.v10n6p193","title":"Balancing Inclusion and Diversity with Upholding Free Speech Rights in Canadian Universities: Challenging but Feasible","year":2021,"lang":"en","type":"article","venue":"International Journal of Higher Education","topic":"Academic Freedom and Politics","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"York University","funders":"","keywords":"Panacea (medicine); Inclusion (mineral); Diversity (politics); Assertion; Free speech; Academic freedom; Political science; Politics; Public relations; Sociology; Balance (ability); Public administration; Higher education; Law and economics; Law; Social science; Psychology; Computer science","routes":{"ca_aff":true,"ca_fund":false,"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":[0.0002933596,0.00004716606,0.00007097953,0.0002478526,0.0004259289,0.0000381941,0.0002552438,0.00006027406,0.0001624799],"category_scores_gemma":[0.00003239074,0.00004637558,0.00001824817,0.0001112408,0.00005528071,0.000394722,0.0001660885,0.0001614528,0.000001019131],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001264168,"about_ca_system_score_gemma":0.001775523,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.4079589,"about_ca_topic_score_gemma":0.2046037,"domain_scores_codex":[0.9992417,0.00005716007,0.0001172706,0.0000708587,0.0003699046,0.0001431209],"domain_scores_gemma":[0.9992528,0.00006349519,0.0001021916,0.00004202699,0.0003848715,0.0001546119],"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":[0.00004939389,0.0001221659,0.3909996,0.00001581769,0.0001055167,0.0004497783,0.07298715,0.0001304374,0.0001751373,0.5267807,0.005828735,0.002355583],"study_design_scores_gemma":[0.002121281,0.00007168708,0.3088147,0.0009984758,0.000077737,0.0003340579,0.06473634,0.00006655089,0.0007550461,0.09025764,0.5313082,0.0004582398],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9554297,0.0005325839,0.00001678304,0.01235072,0.001654402,0.00002604937,0.000005004819,0.000003622854,0.0299811],"genre_scores_gemma":[0.9957245,0.0001446144,0.0004220144,0.0003495396,0.0007096971,1.474794e-7,0.0000028258,0.000002383204,0.002644272],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5254795,"threshold_uncertainty_score":0.8099102,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01323098372442433,"score_gpt":0.2963226228382336,"score_spread":0.2830916391138093,"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."}}