{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.2541435,0.002678707,0.002460931,0.008851926,0.00852976,0.02856053,0.00553002,0.01187755,0.007845066],"category_scores_gemma":[0.1174277,0.002355099,0.002207934,0.003970923,0.08872317,0.03652145,0.02584365,0.01854225,0.003362329],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01595778,"about_ca_system_score_gemma":0.04295864,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004797586,"about_ca_topic_score_gemma":0.004120419,"domain_scores_codex":[0.8086598,0.1510573,0.007611884,0.007443867,0.02174197,0.003485177],"domain_scores_gemma":[0.6666805,0.2485615,0.009586638,0.04526683,0.02294178,0.006962923],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00003573609,0.0002012911,0.0009230234,0.001761878,0.00004502802,0.00007466959,0.03150886,0.001491334,0.0006078972,0.8630904,0.006378663,0.09388122],"study_design_scores_gemma":[0.00005999989,0.0001113498,0.0005652469,0.003990163,0.0000232589,0.0001403969,0.007983264,0.001213899,0.00087336,0.6538094,0.3311786,0.00005101836],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.01014945,0.02263165,0.6378288,0.1631125,0.002250507,0.00109185,0.00007785457,0.0009038771,0.1619535],"genre_scores_gemma":[0.1840409,0.01351736,0.764793,0.01340477,0.001081327,0.002768209,0.000113843,0.0004977931,0.01978284],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.2541435,"threshold_uncertainty_score":0.9197738,"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."}}