{"id":"W2992630557","doi":"","title":"On Diversified Design Education in an Information Age","year":2014,"lang":"en","type":"article","venue":"Canadian social science","topic":"Digital Media and Visual Art","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Status quo; Dilemma; Engineering ethics; China; Design education; Field (mathematics); Discipline; Sociology; Public relations; Political science; Social science; Epistemology; Engineering","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003907661,0.00004660081,0.00004459624,0.000276533,0.0002330341,0.0003800092,0.0006528316,0.0000253866,0.00000343911],"category_scores_gemma":[0.0001407677,0.00004802909,0.000009190425,0.0006872732,0.0001142095,0.002793459,0.0000279254,0.00004716917,0.0001161859],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002785594,"about_ca_system_score_gemma":0.001074139,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002197773,"about_ca_topic_score_gemma":0.003387162,"domain_scores_codex":[0.999295,0.00002967359,0.00007369523,0.0001354572,0.0002139178,0.0002522336],"domain_scores_gemma":[0.9994766,0.00002526953,0.00002471142,0.0001199476,0.00005397437,0.0002994574],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"observational","study_design_scores_codex":[0.000001026763,0.0000157921,0.0006882554,0.000001178374,1.558651e-7,9.196751e-7,0.002902568,0.000006273047,0.00005368737,0.5932992,0.0009208607,0.4021102],"study_design_scores_gemma":[0.001527711,0.001788329,0.488502,0.0001254595,0.000006103084,0.000006401532,0.005060933,0.08082534,0.002495035,0.2298008,0.1877496,0.00211229],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.3558978,0.00000180069,0.05972004,0.001099221,0.001703491,0.0003660905,0.000002757214,0.00008690874,0.5811219],"genre_scores_gemma":[0.996851,1.163917e-7,0.0007516798,0.002303838,0.00003844535,0.000004760022,0.000001929391,0.00000101332,0.00004726279],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.6409532,"threshold_uncertainty_score":0.3664438,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02353946357612151,"score_gpt":0.2730102251853045,"score_spread":0.249470761609183,"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."}}