{"id":"W4410942758","doi":"10.1080/24751448.2025.2475714","title":"Pedagogy Explorations into Alternative Use of Generative AI in Design Studios","year":2025,"lang":"en","type":"article","venue":"Technology|Architecture + Design","topic":"Design Education and Practice","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"","keywords":"Studio; Generative grammar; Design studio; Generative Design; Sociology; Pedagogy; Visual arts; Architectural engineering; Mathematics education; Engineering; Psychology; Art; Computer science; Artificial intelligence; Operations management","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0004040342,0.0002751414,0.000363385,0.001514098,0.00008778037,0.00003929278,0.0003766004,0.0002734278,0.00003784407],"category_scores_gemma":[0.0007133898,0.0002731637,0.00004719554,0.001726178,0.0001864336,0.0002678079,0.00005880205,0.0007322631,0.00002589606],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001519741,"about_ca_system_score_gemma":0.0002304301,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003502539,"about_ca_topic_score_gemma":0.00008981802,"domain_scores_codex":[0.9984366,0.0003531842,0.0004375045,0.0003254239,0.0001449257,0.0003024037],"domain_scores_gemma":[0.998362,0.0008772613,0.00008623183,0.0004787608,0.0001536548,0.00004207587],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0001571512,0.0002797548,0.0002949228,0.00008461048,0.000372367,0.00003034222,0.008366662,0.7357987,0.1384542,0.02294481,0.01323754,0.07997894],"study_design_scores_gemma":[0.001780343,0.0005155521,0.0007011322,0.0002615313,0.0001688386,0.00003558433,0.002565715,0.07338583,0.7221182,0.1703798,0.02712635,0.0009611546],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.008438829,0.0006863262,0.983597,0.005160988,0.0003465259,0.0009069853,0.000004276392,0.0004914953,0.0003675628],"genre_scores_gemma":[0.7959933,0.0001484103,0.2026127,0.0004412338,0.00003590878,0.000406335,0.000006000092,0.00003838127,0.0003177341],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.7875544,"threshold_uncertainty_score":0.999972,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05136215360217524,"score_gpt":0.3375568753513117,"score_spread":0.2861947217491365,"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."}}