{"id":"W4411307982","doi":"10.21606/drs.2010.72","title":"Transformative Design: From Consultant to Clinician","year":2010,"lang":"en","type":"article","venue":"Proceedings of DRS","topic":"Design Education and Practice","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Transformative learning; Computer science; Engineering ethics; Psychology; Sociology; Engineering; Pedagogy","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002307448,0.0000823597,0.0001165317,0.0000633087,0.00002382641,0.00003053395,0.0001283758,0.00005860906,0.0001872294],"category_scores_gemma":[0.0002403077,0.0000821912,0.0000231799,0.0001762863,0.00002017147,0.000287561,0.000004834107,0.0001999642,0.0001289827],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000008956346,"about_ca_system_score_gemma":0.00001972905,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001175462,"about_ca_topic_score_gemma":0.000002914793,"domain_scores_codex":[0.9994949,0.000001862899,0.0002013366,0.00008554382,0.00009608216,0.0001203111],"domain_scores_gemma":[0.9995185,0.0001574117,0.00003856941,0.0000398689,0.0001457004,0.0000999578],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.00009010764,0.00008337948,0.0007404839,0.00007435049,0.00008389211,3.492531e-7,0.0236061,0.00007458625,0.9105715,0.003756071,0.02149881,0.03942034],"study_design_scores_gemma":[0.0006516965,0.0001427873,0.004884135,0.00006334249,0.00006580127,0.000005299902,0.00551766,0.00315875,0.8197845,0.002436371,0.1628576,0.0004320785],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.91965,0.00003272024,0.005394831,0.0008795359,0.0008425502,0.0003462578,0.0000189474,0.000211999,0.07262316],"genre_scores_gemma":[0.9740245,0.00001713807,0.02561017,0.0001640637,0.00007994525,0.00001895034,0.000001255872,0.00001567936,0.00006830764],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1413588,"threshold_uncertainty_score":0.335166,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01717931397509635,"score_gpt":0.2596420257342165,"score_spread":0.2424627117591201,"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."}}