{"id":"W2782226670","doi":"10.26522/brocked.v27i1.626","title":"Moving from Chasm to Convergence: Benefits and Barriers to Academic Activism for Social Justice and Equity","year":2017,"lang":"en","type":"article","venue":"Brock Education Journal","topic":"Higher Education Practises and Engagement","field":"Social Sciences","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Sociology; Equity (law); Social justice; Liminality; Social activism; Narrative; Educational equity; Higher education; Public relations; Pedagogy; Political science; Social science; Law; Politics","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.000533874,0.00008101347,0.0001002663,0.00006447615,0.005415246,0.0005495473,0.0002529582,0.00008065566,0.0003107081],"category_scores_gemma":[0.002597274,0.00008727641,0.00002414176,0.00005131945,0.00004863382,0.0006111939,0.0000959766,0.0002287534,0.00001137226],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001358779,"about_ca_system_score_gemma":0.001134235,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004097792,"about_ca_topic_score_gemma":0.0001320317,"domain_scores_codex":[0.9990931,0.00007748777,0.0001676104,0.0001858619,0.0002337758,0.0002421935],"domain_scores_gemma":[0.9984926,0.0001260022,0.000201021,0.00009156967,0.0001921985,0.0008966177],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00009120643,0.00007288001,0.01982161,0.00003684618,0.00005852475,2.696867e-7,0.1627439,0.0000235126,0.001446372,0.01225702,0.2994781,0.5039697],"study_design_scores_gemma":[0.0003119332,0.0000458599,0.3445702,0.00007034853,0.0001203376,0.000003769933,0.08221082,0.000008732351,0.00009735906,0.004178593,0.5681342,0.00024777],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9385428,0.0002492614,0.0009102789,0.05449742,0.004052024,0.0003005232,0.00001396541,0.00001165367,0.001422083],"genre_scores_gemma":[0.9901065,0.0004458792,0.001318674,0.002703136,0.003182255,0.00004495004,0.000001565978,0.000009492304,0.002187604],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.503722,"threshold_uncertainty_score":0.9958796,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09993504384469015,"score_gpt":0.4369751866036352,"score_spread":0.337040142758945,"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."}}