{"id":"W4391561494","doi":"10.18260/1-2--41430","title":"Industry Hubs: Integrating Industry Perspectives in Design Education","year":2024,"lang":"en","type":"article","venue":"","topic":"Design Education and Practice","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Windsor; University of Waterloo","funders":"Natural Sciences and Engineering Research Council of Canada; University of Waterloo; Government of Ontario","keywords":"Engineering management; Computer science; Knowledge management; Manufacturing engineering; Business; Engineering","routes":{"ca_aff":true,"ca_fund":true,"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":[],"consensus_categories":[],"category_scores_codex":[0.01675188,0.0007228553,0.0003235929,0.00355084,0.004560214,0.01535772,0.002060788,0.00291285,0.01504743],"category_scores_gemma":[0.007202048,0.000764202,0.0006394269,0.00187401,0.00877163,0.009761551,0.01525185,0.00490861,0.001608435],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.007433842,"about_ca_system_score_gemma":0.01191943,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002220429,"about_ca_topic_score_gemma":0.006680578,"domain_scores_codex":[0.9887791,0.008237883,0.000183388,0.0005324727,0.001247261,0.001019815],"domain_scores_gemma":[0.9844764,0.007700737,0.0005996504,0.001044561,0.001308499,0.004870091],"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":[0.0001350773,0.001777141,0.01131485,0.0006258148,0.0000344544,0.001590944,0.2395695,0.002950183,0.005081179,0.3914471,0.05831296,0.2871608],"study_design_scores_gemma":[0.00007552789,0.0004021059,0.003911207,0.001077913,0.00002979849,0.0007012752,0.217875,0.00472617,0.003381854,0.1133909,0.6543525,0.00007568949],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.3243101,0.004185377,0.2345223,0.05916463,0.001715845,0.0005109022,0.0002567191,0.0021253,0.3732089],"genre_scores_gemma":[0.893126,0.001926422,0.07021474,0.003160681,0.0002127901,0.000281663,0.000167251,0.0003824928,0.03052797],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.01675188,"threshold_uncertainty_score":0.08859348,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04513843506094645,"score_gpt":0.3296207708018456,"score_spread":0.2844823357408992,"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."}}