{"id":"W7138433058","doi":"10.21606/iasdr.2025.135","title":"Teaching Design in the 21st Century: New Studio Pedagogies for Emerging Challenges","year":2025,"lang":"","type":"article","venue":"","topic":"Design Education and Practice","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Carleton University","funders":"","keywords":"Studio; Design studio; Context (archaeology); Higher education; Curriculum","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":[0.00823528,0.0007047387,0.000554569,0.001777677,0.004260493,0.01102533,0.002260116,0.002646621,0.01048844],"category_scores_gemma":[0.008751855,0.0006783017,0.0009482273,0.0008249615,0.01250894,0.008398836,0.01012413,0.005286768,0.002674907],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003352029,"about_ca_system_score_gemma":0.004976116,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004920608,"about_ca_topic_score_gemma":0.001485191,"domain_scores_codex":[0.993693,0.004515892,0.0001875119,0.0005057995,0.0007420781,0.0003556658],"domain_scores_gemma":[0.994114,0.002988158,0.0002880695,0.0008030026,0.0003289948,0.001477794],"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":[0.00007129415,0.0006162665,0.002564207,0.0006038519,0.00001886493,0.0006399216,0.1320339,0.001591697,0.002447644,0.6819208,0.02446731,0.1530243],"study_design_scores_gemma":[0.00006779053,0.0002436993,0.0008505242,0.0008255089,0.00001320962,0.001574363,0.04486295,0.002964748,0.00105277,0.296388,0.6511164,0.00003997006],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.167242,0.0176802,0.3204786,0.0652394,0.002593294,0.0006611814,0.00007922344,0.001369321,0.4246568],"genre_scores_gemma":[0.7003049,0.009976264,0.1946305,0.006375447,0.0006337871,0.001050541,0.0001212448,0.0005319169,0.08637538],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.01102533,"threshold_uncertainty_score":0.04355282,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1159366984523283,"score_gpt":0.3735837279316434,"score_spread":0.2576470294793151,"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."}}