{"id":"W4404211181","doi":"10.1007/s44217-024-00300-w","title":"Enhancing academic outcomes through industry collaboration: our experience with integrating real-world projects into engineering courses","year":2024,"lang":"en","type":"article","venue":"Discover Education","topic":"University-Industry-Government Innovation Models","field":"Business, Management and Accounting","cited_by":21,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Victoria","funders":"","keywords":"Engineering management; Engineering ethics; Engineering; Knowledge management; Business; Computer science","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":[],"consensus_categories":[],"category_scores_codex":[0.02244315,0.0009614208,0.0005204882,0.001160792,0.008017734,0.007800828,0.002969735,0.003080733,0.003133562],"category_scores_gemma":[0.04153458,0.0004814329,0.000706944,0.001296209,0.003708801,0.004936315,0.01349549,0.004425776,0.00135178],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001675098,"about_ca_system_score_gemma":0.003960295,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009212247,"about_ca_topic_score_gemma":0.002657229,"domain_scores_codex":[0.967895,0.02503294,0.0005522217,0.001059437,0.002556286,0.002904068],"domain_scores_gemma":[0.9636651,0.01145242,0.002811127,0.002710449,0.004011514,0.0153494],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0004496665,0.0171202,0.06153195,0.0006768039,0.0001411712,0.007387778,0.4714162,0.002433176,0.006613405,0.008499048,0.01865287,0.4050777],"study_design_scores_gemma":[0.000223663,0.01085604,0.04619024,0.0006524277,0.0001465472,0.01299512,0.6049652,0.009923954,0.01391132,0.01118783,0.2885227,0.00042499],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9677701,0.000587503,0.01225853,0.005499141,0.0002832653,0.0002390703,0.00004007599,0.000258865,0.01306351],"genre_scores_gemma":[0.9822656,0.0006168985,0.009386,0.001249024,0.0001718365,0.000141835,0.00005393628,0.0001188356,0.005996143],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02244315,"threshold_uncertainty_score":0.1186921,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02320063571103279,"score_gpt":0.3094298683605469,"score_spread":0.2862292326495142,"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."}}