{"id":"W4298004673","doi":"10.3390/su141912295","title":"Lean Tools in the Context of Industry 4.0: Literature Review, Implementation and Trends","year":2022,"lang":"en","type":"article","venue":"Sustainability","topic":"Digital Transformation in Industry","field":"Engineering","cited_by":64,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Sherbrooke","funders":"Fundação para a Ciência e a Tecnologia","keywords":"Lean manufacturing; Lean project management; Context (archaeology); Lean software development; Industry 4.0; Lean laboratory; Process management; Computer science; Manufacturing engineering; Knowledge management; Business; Engineering","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.009477867,0.0007756433,0.001237122,0.01883614,0.0009653769,0.004724572,0.001232397,0.001678889,0.0020517],"category_scores_gemma":[0.02236621,0.0005172401,0.001178506,0.02969573,0.002133202,0.005660866,0.001463052,0.001358369,0.0004240798],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004324684,"about_ca_system_score_gemma":0.01373023,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004949881,"about_ca_topic_score_gemma":0.007406838,"domain_scores_codex":[0.9927236,0.002477656,0.001304166,0.0006339684,0.002588138,0.0002724961],"domain_scores_gemma":[0.9531252,0.03751789,0.003053307,0.0005529015,0.005403942,0.000346784],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"systematic_review","study_design_scores_codex":[0.0001040667,0.0001252683,0.003278231,0.1173605,0.0003500388,0.0003585698,0.003775191,0.001791372,0.0009266881,0.03610562,0.00808259,0.8277418],"study_design_scores_gemma":[0.00003365824,0.0003658548,0.01559748,0.3087427,0.001573079,0.00156184,0.01506972,0.001887926,0.003079932,0.02864817,0.6232806,0.0001591631],"study_design_candidate":"systematic_review","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.004520222,0.9862459,0.002402683,0.001804408,0.00025857,0.00005456215,0.00008615931,0.00002370269,0.004603846],"genre_scores_gemma":[0.03917784,0.9545146,0.00461822,0.0007638715,0.0001646779,0.00009439132,0.0001884652,0.00001736247,0.000460521],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.01883614,"threshold_uncertainty_score":0.05012435,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01455451681425118,"score_gpt":0.2940134906512164,"score_spread":0.2794589738369652,"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."}}