{"id":"W4412732064","doi":"10.21606/nordes.2025.44","title":"Citational justice in design education: Teaching/Learning relationality","year":2025,"lang":"en","type":"article","venue":"Nordic design research conference","topic":"Discourse Analysis in Language Studies","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ontario College of Art and Design","funders":"","keywords":"Computer science; Economic Justice; Mathematics education; Sociology; Pedagogy; Engineering ethics; Psychology; Engineering; Political science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.005323396,0.0001423806,0.0002104062,0.0006607347,0.001080889,0.0004101289,0.000391782,0.00005164335,0.003221444],"category_scores_gemma":[0.00438789,0.0001340376,0.00005016374,0.0002808718,0.0006606813,0.0003349,0.0001184973,0.0009163259,0.000189019],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001775452,"about_ca_system_score_gemma":0.001691208,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005171152,"about_ca_topic_score_gemma":0.0004314836,"domain_scores_codex":[0.9960513,0.002085371,0.000340288,0.0003836103,0.0007570344,0.0003824328],"domain_scores_gemma":[0.9956152,0.002913838,0.00006801049,0.0002502578,0.001093955,0.00005874872],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0000433306,0.0001750268,0.0006259925,0.00005049966,0.00006583612,0.000005656768,0.01305589,0.0008438288,0.00002829383,0.9436509,0.02445649,0.01699823],"study_design_scores_gemma":[0.001117967,0.0002931004,0.01030762,0.001128984,0.0002449653,0.000002629516,0.136172,0.02146043,0.00008336292,0.6332274,0.1951907,0.0007708925],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.002374943,0.0009157538,0.1159262,0.003692453,0.0004132222,0.0005502807,0.000004391425,0.00007116383,0.8760515],"genre_scores_gemma":[0.920648,0.00005175418,0.004158127,0.0001915786,0.0002634651,0.0002292218,0.00001998709,0.000009661516,0.07442818],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.9182731,"threshold_uncertainty_score":0.9976897,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2204460225812512,"score_gpt":0.4448149318897456,"score_spread":0.2243689093084944,"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."}}