{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001595705,0.0002462965,0.0001708297,0.0003481082,0.0001946465,0.0006851776,0.0002148021,0.0002189861,0.00005519364],"category_scores_gemma":[0.0001030223,0.0002190077,0.00003152631,0.002059105,0.0000240377,0.006402361,0.00008909358,0.0008262966,0.00003653687],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004581034,"about_ca_system_score_gemma":0.0005770181,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001075559,"about_ca_topic_score_gemma":0.000279144,"domain_scores_codex":[0.9986046,0.000007290241,0.0003026635,0.0004029012,0.0004438174,0.00023874],"domain_scores_gemma":[0.9993255,0.00003348833,0.0001972741,0.0002164095,0.0002112887,0.00001608221],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"qualitative","study_design_scores_codex":[0.00003882701,0.0001974416,0.553909,0.0007579995,0.0001318928,0.00001268593,0.01584269,0.002641718,0.004639165,0.4054382,0.01443638,0.001953943],"study_design_scores_gemma":[0.001455066,0.00007899365,0.1343575,0.006959908,0.0005502166,0.00001365913,0.6072822,0.02400581,0.01741582,0.003176568,0.201225,0.003479213],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9746757,0.00004373966,0.005765656,0.005153394,0.001530318,0.0004312852,0.000003481699,0.000277502,0.01211894],"genre_scores_gemma":[0.9923152,0.000005887362,0.001544942,0.0009851567,0.001179165,0.00007839261,0.00006917083,0.00003994233,0.003782168],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5914395,"threshold_uncertainty_score":0.8930874,"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."}}