{"id":"W4286808944","doi":"10.1109/tase.2019.2903614","title":"IEEE Transactions on Automation Science and Engineering","year":2019,"lang":"en","type":"article","venue":"IEEE Transactions on Automation Science and Engineering","topic":"Advanced Manufacturing and Logistics Optimization","field":"Engineering","cited_by":37,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"Centro de Investigación y de Estudios Avanzados del Instituto Politécnico Nacional; University of Illinois at Urbana-Champaign; Peking University; Korea Advanced Institute of Science and Technology; University of Tsukuba; Leibniz-Gemeinschaft; National Institute of Advanced Industrial Science and Technology; National Tsing Hua University; Shanghai Jiao Tong University; Tsinghua University; University of Waterloo; Università degli Studi di Salerno; Rensselaer Polytechnic Institute; National University of Singapore; Gottfried Wilhelm Leibniz Universität Hannover; University of Hong Kong; Korea University; Utah State University; Chinese Academy of Sciences; Keio University; University of Toronto; Harbin Institute of Technology; University of Technology Sydney; Sun Yat-sen University; Cardiff University; University of Connecticut; Universidade de Macau; South China University of Technology; University of Wisconsin-Madison; McGill University","keywords":"Automation; Engineering; Manufacturing engineering; Computer science; Systems engineering; Software engineering; Engineering management; Mechanical 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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0005317099,0.0002674646,0.0001919833,0.0009873833,0.0003932028,0.0002505663,0.0001890694,0.00009133093,0.00002209977],"category_scores_gemma":[0.0000292406,0.0002864326,0.00003209074,0.001205272,0.0001609721,0.00136798,0.000001098032,0.0003035448,0.00003650054],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000352725,"about_ca_system_score_gemma":0.00007666507,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000005925564,"about_ca_topic_score_gemma":0.000001423614,"domain_scores_codex":[0.9981438,0.000005894118,0.0002824021,0.0004391913,0.0006900883,0.0004386365],"domain_scores_gemma":[0.9992061,0.0001039746,0.00003931473,0.000281533,0.0001683884,0.0002007426],"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":[0.000002979036,0.00001413226,6.864199e-7,0.00007084662,0.000006864067,5.519152e-7,0.0002541345,0.937299,0.04741117,0.000126884,0.000003804652,0.01480899],"study_design_scores_gemma":[0.0002428234,0.00005902251,0.0004524611,0.00008243915,0.00001333864,0.00001493986,0.00004554552,0.8736071,0.1250768,0.00001252525,0.000113409,0.0002795517],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1657301,0.00001642193,0.8316208,0.00003780703,0.001176191,0.0002473294,0.000009261463,0.0009670769,0.0001950586],"genre_scores_gemma":[0.9890694,0.00008521225,0.01065585,0.000034832,0.00002270855,0.00004079701,9.009505e-7,0.00003687644,0.00005342792],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8233393,"threshold_uncertainty_score":0.9999588,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008798368232731417,"score_gpt":0.2157518632101376,"score_spread":0.2069534949774061,"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."}}