{"id":"W2614467873","doi":"10.18260/1-2--170","title":"Benchmarking International Industrial Engineering Programs","year":2020,"lang":"en","type":"article","venue":"","topic":"Engineering Education and Curriculum Development","field":"Engineering","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Benchmarking; Accreditation; Standardization; Curriculum; Inclusion (mineral); Order (exchange); Engineering education; Engineering management; Political science; Engineering; Business; Computer science; Economic growth; Marketing; Sociology; Economics; Finance; Social science","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.006940252,0.0006489151,0.0004446592,0.01784352,0.001064266,0.003535485,0.001230679,0.0005692089,0.05319559],"category_scores_gemma":[0.02718959,0.0002530862,0.0005435707,0.03308903,0.0005345367,0.002409578,0.002747362,0.001035831,0.01223199],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002656923,"about_ca_system_score_gemma":0.004310722,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005720429,"about_ca_topic_score_gemma":0.005373048,"domain_scores_codex":[0.9908193,0.001917697,0.0008438286,0.001169128,0.004169736,0.001080379],"domain_scores_gemma":[0.965804,0.006965021,0.003513396,0.00303574,0.01835573,0.002326001],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0004177679,0.0005610996,0.08018085,0.001475092,0.00005942333,0.0001587162,0.00265105,0.003312007,0.00198474,0.03465024,0.2798672,0.5946819],"study_design_scores_gemma":[0.00005816922,0.0003483539,0.2897871,0.0009511436,0.00004596288,0.0001426511,0.004432151,0.003247302,0.004432227,0.002357067,0.6941493,0.00004854369],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.2068809,0.003337888,0.01882327,0.003953807,0.001344836,0.001432845,0.0827074,0.003498465,0.6780206],"genre_scores_gemma":[0.6904072,0.002727118,0.02720518,0.0008643345,0.0005165929,0.002007046,0.143467,0.00198667,0.1308188],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.05319559,"threshold_uncertainty_score":0.177957,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02567228213993287,"score_gpt":0.1973325198475842,"score_spread":0.1716602377076514,"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."}}