{"id":"W4383561895","doi":"10.1386/adch_00063_1","title":"The dynamics of practice and their relevance for the development of an open studio culture in design education","year":2023,"lang":"en","type":"article","venue":"Art Design & Communication in Higher Education","topic":"Design Education and Practice","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Studio; Reflection (computer programming); Relevance (law); Design studio; Dynamics (music); Relation (database); Sociology; Design education; Service (business); Ethnography; Engineering ethics; Pedagogy; Computer science; Engineering; Visual arts; Political science; Art; Business","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":[0.003178852,0.0001229848,0.0001392793,0.0001188625,0.0002191078,0.00008750467,0.0007657566,0.00006638715,0.000007280019],"category_scores_gemma":[0.0005111286,0.00009056878,0.00001312681,0.0007295901,0.00006350099,0.0007217291,0.00007009031,0.0001822487,0.000006338299],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001814115,"about_ca_system_score_gemma":0.0006393548,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004160622,"about_ca_topic_score_gemma":0.000208763,"domain_scores_codex":[0.9984719,0.0006261099,0.0005111508,0.0001446511,0.0001097462,0.0001364023],"domain_scores_gemma":[0.9938676,0.004851309,0.0002484726,0.0007207754,0.0002808182,0.00003101655],"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":[0.0006189245,0.002478014,0.001100425,0.0003190585,0.0002341052,7.204348e-8,0.1482524,0.0394221,0.005009052,0.1042974,0.06238801,0.6358804],"study_design_scores_gemma":[0.001215982,0.0002257501,0.09634787,0.0005372997,0.00009378274,0.000008636681,0.08448382,0.09099974,0.004502035,0.02759548,0.6933163,0.0006732617],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1277088,0.07109328,0.5631643,0.1424621,0.01107603,0.0422613,0.0000476671,0.0008756829,0.04131082],"genre_scores_gemma":[0.9007133,0.003332506,0.09132143,0.0001585052,0.0000315488,0.002160314,0.0001024684,0.00003475623,0.002145197],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7730045,"threshold_uncertainty_score":0.3693288,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08403007830548202,"score_gpt":0.3665920345096697,"score_spread":0.2825619562041876,"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."}}