{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.02885501,0.001179394,0.000893618,0.002947328,0.004670521,0.01193112,0.002921522,0.007600872,0.05557986],"category_scores_gemma":[0.08757123,0.001022429,0.000983707,0.001918603,0.01259277,0.01258209,0.01503909,0.0123768,0.02116286],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.008354032,"about_ca_system_score_gemma":0.02220015,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001598661,"about_ca_topic_score_gemma":0.002212681,"domain_scores_codex":[0.9456208,0.02897685,0.002592973,0.004646381,0.01532973,0.002833266],"domain_scores_gemma":[0.918421,0.02157227,0.003863852,0.009029671,0.0212503,0.02586302],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001554489,0.0003103482,0.001259159,0.0008522152,0.00003381503,0.003192915,0.02562072,0.0007927986,0.001546995,0.08588756,0.5508651,0.329483],"study_design_scores_gemma":[0.00004097136,0.000121601,0.0002072927,0.001032898,0.00001089953,0.005507343,0.01028919,0.0005606536,0.0003629095,0.03981325,0.941996,0.00005692239],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"other","genre_scores_codex":[0.009828868,0.01868299,0.2004534,0.4972439,0.04462028,0.0006232889,0.0001484805,0.003742035,0.2246567],"genre_scores_gemma":[0.2889598,0.02057216,0.1447214,0.2707908,0.0137686,0.002018955,0.000239343,0.002740646,0.2561884],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.05557986,"threshold_uncertainty_score":0.1859331,"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."}}