{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002523598,0.0002667804,0.0002960243,0.001789423,0.007238902,0.0143412,0.0006070212,0.003454661,0.01678749],"category_scores_gemma":[0.003007318,0.0002222466,0.0001947309,0.003471466,0.00872039,0.008026761,0.007300884,0.002654207,0.001971468],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005833959,"about_ca_system_score_gemma":0.005969769,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005028204,"about_ca_topic_score_gemma":0.007257348,"domain_scores_codex":[0.9959832,0.002413366,0.0001060684,0.0001617485,0.0005316828,0.000803994],"domain_scores_gemma":[0.9975374,0.0009464035,0.0003765071,0.00007425222,0.0002026261,0.0008627998],"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":[0.00002635387,0.00006153218,0.002235104,0.0001936288,0.000006182178,0.0002460675,0.009706398,0.0001818915,0.0001034338,0.9088581,0.03385085,0.0445305],"study_design_scores_gemma":[0.000006730027,0.00004452803,0.003386322,0.0004616327,0.00000473085,0.0002244591,0.03753304,0.0001208333,0.00009853872,0.08973527,0.8683615,0.00002235937],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.03410307,0.07888826,0.002135464,0.1705852,0.002252923,0.00002768063,0.00003838906,0.00007394112,0.7118952],"genre_scores_gemma":[0.7602119,0.04673664,0.001637718,0.02380567,0.002419208,0.00009583911,0.00005350813,0.00006508838,0.1649744],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.01678749,"threshold_uncertainty_score":0.05615979,"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."}}