{"id":"W2153251183","doi":"10.5539/ass.v10n20p62","title":"Benefits of Project Management at Lean Manufacturing Tools Implementation","year":2014,"lang":"en","type":"article","venue":"Asian Social Science","topic":"Engineering and Environmental Studies","field":"Engineering","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Lean project management; Lean manufacturing; Lean laboratory; Lean IT; Lean software development; Process management; Manufacturing engineering; Computer science; Business; Operations management; Engineering; Software; Software development","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001284461,0.00006965754,0.00007226218,0.0000446195,0.0001719625,0.00001496647,0.0001204382,0.00001380731,0.00001294639],"category_scores_gemma":[0.00000183129,0.00007067424,0.00002231768,0.0001207147,0.0000836719,0.0001162114,0.00007984454,0.00002904131,0.00001128206],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001407117,"about_ca_system_score_gemma":0.000001333626,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000106287,"about_ca_topic_score_gemma":0.00001488064,"domain_scores_codex":[0.9993962,0.000002709931,0.00009595931,0.0001088848,0.0001969332,0.0001993123],"domain_scores_gemma":[0.9998904,0.00000520247,0.00001701939,0.00006308046,0.000003033214,0.00002124822],"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":[8.194248e-7,0.000004643671,0.0002909903,0.00005281294,0.000011925,1.754798e-7,0.001369748,0.000602546,0.001869542,0.00270246,0.0002748272,0.9928195],"study_design_scores_gemma":[0.0001780243,0.00002405369,0.9296913,0.00001307431,0.00001287667,6.665157e-7,0.001269516,0.00007155073,0.06290353,0.00008660693,0.005586729,0.0001621416],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5907137,0.00003855953,0.0009789085,0.00002863823,0.0001706418,0.0001498818,0.000006424283,0.0001170978,0.4077962],"genre_scores_gemma":[0.9993297,0.0000282104,0.0005013109,0.000007214941,0.00004295061,0.0000111047,0.000002123597,0.000007575783,0.00006984475],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9926574,"threshold_uncertainty_score":0.2882012,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01339340102421466,"score_gpt":0.2396938274936607,"score_spread":0.226300426469446,"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."}}