{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.007057283,0.0006163959,0.0004916323,0.00173059,0.001651892,0.004903807,0.001686613,0.001373954,0.005621774],"category_scores_gemma":[0.01201648,0.0005654384,0.0006101115,0.0008383412,0.004678244,0.003494535,0.006824857,0.002126933,0.00115583],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001574987,"about_ca_system_score_gemma":0.001424219,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001917289,"about_ca_topic_score_gemma":0.0006570635,"domain_scores_codex":[0.9921371,0.005579364,0.0002181951,0.00063978,0.0009632881,0.0004621336],"domain_scores_gemma":[0.9840337,0.01307968,0.000445695,0.001214809,0.0004803745,0.0007457893],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0004253046,0.002297749,0.02050216,0.001703971,0.00007416838,0.002465051,0.4247864,0.008174131,0.04851042,0.2248185,0.003627753,0.2626145],"study_design_scores_gemma":[0.0004970621,0.003009893,0.02153891,0.001968065,0.0001341541,0.006581562,0.2043936,0.03748753,0.04507383,0.2452906,0.4337767,0.0002479814],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7589903,0.0008564411,0.1437483,0.00165497,0.00008601577,0.000422165,0.00005250737,0.0006298113,0.09355936],"genre_scores_gemma":[0.9246446,0.0004921202,0.06478188,0.0002828497,0.00002057361,0.0003295329,0.00005169087,0.0001256579,0.009271129],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.007057283,"threshold_uncertainty_score":0.03732288,"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."}}