{"id":"W1975404136","doi":"10.1108/09696471211220064","title":"A review of agile and lean manufacturing as issues in selected international and national research and development programs and roadmaps","year":2012,"lang":"en","type":"review","venue":"The Learning Organization","topic":"Quality and Supply Management","field":"Business, Management and Accounting","cited_by":14,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Agile manufacturing; European union; Lean manufacturing; Process management; Agile software development; Lean software development; Advanced manufacturing; Lean project management; Business; Sustainability; Manufacturing engineering; Engineering management; Engineering; Computer science; Software development","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002539848,0.0001615011,0.000364553,0.0003111578,0.0002127814,0.0002141358,0.000125,0.00007345175,0.00008329118],"category_scores_gemma":[0.0006417214,0.0001238091,0.000009267113,0.0005290838,0.00009420082,0.0003265147,0.000461218,0.0003100068,0.00001714524],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005329637,"about_ca_system_score_gemma":0.00004649063,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001205213,"about_ca_topic_score_gemma":0.00003725581,"domain_scores_codex":[0.9987136,0.0001012881,0.0003644704,0.0002414883,0.0004154,0.0001637232],"domain_scores_gemma":[0.9991906,0.000100044,0.0002411795,0.00006921415,0.0003868036,0.0000121466],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000004367374,0.00005260942,0.003825886,0.06177083,0.00008838072,0.000001128175,0.0006975682,0.00000136498,8.778305e-7,0.003280592,0.0002622201,0.9300142],"study_design_scores_gemma":[0.0001180412,0.000008160827,0.001861701,0.01337879,0.00006276572,0.000008375175,0.000163848,0.00002153308,0.000002233767,0.0002337338,0.9839991,0.0001417128],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.003100191,0.9948493,0.00002062353,0.0007134495,0.00003871032,0.0007505199,4.650569e-7,0.00003348187,0.0004932791],"genre_scores_gemma":[0.007803592,0.9911134,0.00008737036,0.0001113758,0.0001726645,0.00002474589,0.0002860297,0.00002910949,0.0003717158],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9837369,"threshold_uncertainty_score":0.5048791,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.102971078787947,"score_gpt":0.3618383731114467,"score_spread":0.2588672943234998,"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."}}