{"id":"W4392793142","doi":"10.21606/drslxd.2023.029","title":"Towards strengthening Methods in Design Education and Practice","year":2023,"lang":"en","type":"article","venue":"","topic":"Design Education and Practice","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Vision; Curriculum; Engineering ethics; Appeal; Computer science; Design education; Set (abstract data type); Sustainability; Diversity (politics); Engineering management; Design thinking; Conceptual design; Management science; Visibility; Knowledge management; Sociology; Engineering; Political science; Pedagogy; Human–computer interaction; 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":[0.001489371,0.00006025961,0.000058173,0.000156925,0.0000209356,0.00004814972,0.00004152844,0.00003582304,0.0001174878],"category_scores_gemma":[0.00138045,0.00006175123,0.000006989117,0.0004441951,0.00000613334,0.0003961924,0.000009378603,0.0001008836,0.00008809285],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002946439,"about_ca_system_score_gemma":0.00007464929,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004407335,"about_ca_topic_score_gemma":0.00000248598,"domain_scores_codex":[0.9993816,0.0002528658,0.0001146743,0.00008795791,0.00005526506,0.0001076617],"domain_scores_gemma":[0.9983279,0.001497705,0.00001629472,0.00008841479,0.00002600879,0.00004370105],"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":[0.000009292621,0.0000373956,0.0000360733,0.00002524637,0.00001327903,0.000001398358,0.003232169,0.003948756,0.004020477,0.003373175,0.01693962,0.9683631],"study_design_scores_gemma":[0.0004090132,0.00004856455,0.01105298,0.00004895878,0.00005056704,0.0001106498,0.02489828,0.1874963,0.01034728,0.005025903,0.7599794,0.0005321451],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.003607872,0.0006644802,0.674444,0.00308967,0.001219393,0.0002422336,4.233239e-7,0.000744234,0.3159877],"genre_scores_gemma":[0.1166598,0.0004742357,0.8800578,0.0003385686,0.00007126888,0.00005414481,0.000004192493,0.00002393561,0.002316069],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.967831,"threshold_uncertainty_score":0.2518142,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08646552785092339,"score_gpt":0.4319234187722014,"score_spread":0.345457890921278,"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."}}