{"id":"W2548772745","doi":"","title":"Special session — Future of industrial engineering","year":2014,"lang":"en","type":"article","venue":"Industrial Engineering and Systems Management (IESM), Proceedings of 2013 International Conference on","topic":"Digital Transformation in Industry","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université Laval","funders":"","keywords":"Session (web analytics); Engineering management; Manufacturing engineering; Service (business); Engineering; Product (mathematics); Systems engineering; Computer science; Process management; Business","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"],"consensus_categories":[],"category_scores_codex":[0.0003505025,0.0003089797,0.0003931751,0.0004927361,0.00002803028,0.0001592452,0.0003682441,0.0003383769,0.00005050968],"category_scores_gemma":[0.00005032109,0.0003146043,0.00007052954,0.0002202251,0.00003256551,0.0005212742,0.00006583035,0.000450009,0.00000740727],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008266325,"about_ca_system_score_gemma":0.00001158763,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001137132,"about_ca_topic_score_gemma":1.884945e-7,"domain_scores_codex":[0.9982217,0.000004818453,0.0007157038,0.000235301,0.000565292,0.0002571964],"domain_scores_gemma":[0.9993696,0.00004340657,0.0001797757,0.0001048001,0.0001985545,0.0001038895],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0001456018,0.00009350271,0.0009110876,0.001050257,0.0007449051,0.00000277055,0.0003595676,0.1679934,0.004270341,0.7673824,0.03578597,0.02126016],"study_design_scores_gemma":[0.007006495,0.0006332069,0.0006320892,0.007735491,0.0001927665,0.00003149354,0.004335511,0.5939499,0.009575557,0.0002982194,0.3738751,0.001734246],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5393294,0.00007762675,0.001298566,0.0005154588,0.02314849,0.001313583,0.0001340677,0.0006710166,0.4335118],"genre_scores_gemma":[0.9932752,0.0001129861,0.0001094126,0.000003699333,0.006023133,0.0000456985,0.0000193727,0.00004129911,0.0003691982],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7670842,"threshold_uncertainty_score":0.9999306,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03386884318426216,"score_gpt":0.2185337711397153,"score_spread":0.1846649279554531,"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."}}