{"id":"W4399799998","doi":"10.21606/drs.2024.151","title":"Resisting, Recovering, Reflecting, and Reimagining Design Education","year":2024,"lang":"en","type":"article","venue":"Proceedings of DRS","topic":"Creativity in Education and Neuroscience","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Mount Royal University","funders":"","keywords":"Computer 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.04205796,0.001270572,0.0011257,0.002431584,0.009549906,0.02545134,0.003955276,0.006856546,0.007624868],"category_scores_gemma":[0.0631726,0.0008479523,0.001351679,0.001464179,0.09098016,0.03649009,0.02618891,0.01980469,0.00231645],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01045806,"about_ca_system_score_gemma":0.01454733,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003756918,"about_ca_topic_score_gemma":0.003939993,"domain_scores_codex":[0.9282743,0.05577952,0.001925608,0.002864419,0.005914345,0.005241809],"domain_scores_gemma":[0.9505427,0.02876991,0.003073865,0.01048158,0.003927562,0.003204376],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"qualitative","study_design_scores_codex":[0.00004937376,0.000155568,0.001102872,0.0003337514,0.00001896324,0.0001824137,0.1905502,0.0006262642,0.0004880326,0.7237768,0.01472144,0.06799433],"study_design_scores_gemma":[0.00003793215,0.000135885,0.0006833071,0.001199479,0.00002808283,0.000279485,0.1580883,0.0009781558,0.001574361,0.432734,0.404182,0.00007906313],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.08819614,0.01023831,0.1018626,0.491291,0.002473131,0.0002296688,0.00006411334,0.001080146,0.3045649],"genre_scores_gemma":[0.8924235,0.005224709,0.02778979,0.02558434,0.0005369124,0.000302396,0.00006405175,0.0005213157,0.0475529],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.04205796,"threshold_uncertainty_score":0.2224264,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07431157664643535,"score_gpt":0.4172231649954494,"score_spread":0.3429115883490141,"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."}}