{"id":"W4250022641","doi":"10.1109/tem.2015.2393731","title":"IEEE Transactions on Engineering Management publication information","year":2015,"lang":"en","type":"article","venue":"IEEE Transactions on Engineering Management","topic":"Engineering Education and Curriculum Development","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Canadian Standards Association","funders":"","keywords":"Information engineering; Information management; Business; Engineering management; Computer science; Knowledge management; Engineering; Information system","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":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0002679818,0.0005187072,0.0002634317,0.001219448,0.0001144704,0.0001843231,0.0003343762,0.0001406463,0.000107316],"category_scores_gemma":[0.000002820517,0.0006023609,0.0001451006,0.000983343,0.00001322952,0.0006980969,0.000001365521,0.0004489111,0.0007840354],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008512186,"about_ca_system_score_gemma":0.00001862901,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000004953444,"about_ca_topic_score_gemma":0.000001430052,"domain_scores_codex":[0.9978551,0.00001250088,0.000591971,0.0003363444,0.0006278798,0.0005761759],"domain_scores_gemma":[0.9988798,0.00003106012,0.00004861206,0.0005762247,0.000103839,0.0003604629],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.000009962189,0.0001294884,3.353472e-7,0.0003331611,0.0002800095,0.000005153171,0.0003660267,0.9640208,0.00005203505,0.0006052001,0.003221268,0.03097652],"study_design_scores_gemma":[0.001779286,0.0001369529,0.0002771386,0.0003532084,0.0001983367,0.00002130612,0.0004761556,0.8526162,0.01275955,0.00001601514,0.1299559,0.001409954],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.002039655,0.00002844744,0.9847902,0.0001772575,0.0047898,0.000731663,0.00002321515,0.002231407,0.005188374],"genre_scores_gemma":[0.9792128,0.0002102214,0.01743787,0.0001876255,0.00007452256,0.00111936,0.00003462159,0.0001302527,0.001592774],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.9771731,"threshold_uncertainty_score":0.999994,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009191238759275362,"score_gpt":0.1915749274057713,"score_spread":0.182383688646496,"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."}}