{"id":"W2121474628","doi":"10.1109/iemc.2005.1559119","title":"Businesses, universities and engineering management","year":2005,"lang":"en","type":"article","venue":"","topic":"Engineering Education and Curriculum Development","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Lancaster University; McGill University","keywords":"Engineering management; Computer science; Business; Engineering","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"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":[0.00001865483,0.00006835154,0.00004275599,0.00007330103,0.000016577,0.00001697926,0.00003536829,0.00001595512,0.0001079787],"category_scores_gemma":[3.950354e-7,0.00007101662,0.000007018865,0.00009025035,0.00000420878,0.00008419747,0.00001340225,0.00003079946,0.00003487633],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006268269,"about_ca_system_score_gemma":0.000003323704,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000001027153,"about_ca_topic_score_gemma":0.000001010229,"domain_scores_codex":[0.9997494,6.059455e-7,0.00005345276,0.00005536006,0.0000445496,0.00009662376],"domain_scores_gemma":[0.9998935,0.000004168141,0.000002329767,0.00005334755,0.000007466291,0.00003915667],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000002021997,0.00006156263,0.0004647766,0.000887944,0.0002771058,0.00001727528,0.002042771,0.6985819,0.001503262,0.155184,0.04891149,0.09206583],"study_design_scores_gemma":[0.0003122701,0.000003964045,0.03147878,0.00004844055,0.00001599088,0.00001944102,0.001227529,0.09683836,0.001279002,0.0000118839,0.868331,0.0004333639],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7751625,0.001584693,0.05680788,0.0008151551,0.0009875454,0.000203147,0.000001853369,0.00269659,0.1617406],"genre_scores_gemma":[0.9711094,0.0002165829,0.02557181,0.00004077785,0.00005010468,0.000006132525,0.00000264606,0.00001408452,0.002988397],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8194195,"threshold_uncertainty_score":0.2895974,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.002116318729332491,"score_gpt":0.1567517125094314,"score_spread":0.1546353937800989,"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."}}