{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004347442,0.00008345502,0.00009058704,0.0001871721,0.00009824715,0.0001128064,0.00009954398,0.00003848987,0.0001292201],"category_scores_gemma":[0.0003960395,0.00007543201,0.00002099378,0.000353328,0.00008740406,0.0002190719,0.00002664367,0.0001551725,0.00002330829],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000264502,"about_ca_system_score_gemma":0.00009551983,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004631515,"about_ca_topic_score_gemma":5.650588e-7,"domain_scores_codex":[0.9992561,0.000007977412,0.000164143,0.0003221656,0.0001036846,0.0001459266],"domain_scores_gemma":[0.9995952,0.0001262523,0.00008279127,0.00005592825,0.00008557686,0.00005421936],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001025903,0.0003917588,0.03267538,0.0006425449,0.00004739175,0.000002490511,0.03837527,0.00000110437,0.2393945,0.1314197,0.2178715,0.3390758],"study_design_scores_gemma":[0.0008474764,0.001599062,0.1415828,0.003247081,0.0002676547,0.0008495486,0.04082332,0.001357248,0.1574423,0.04167397,0.608645,0.001664499],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7132062,0.0009004278,0.0002586623,0.001745475,0.002069945,0.0002059291,0.00000130056,0.0002007166,0.2814114],"genre_scores_gemma":[0.9818255,0.00005202737,0.003975841,0.0001175774,0.0001460808,0.00003587791,3.920378e-7,0.00001675921,0.01382989],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3907735,"threshold_uncertainty_score":0.3076028,"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."}}