{"id":"W4407813844","doi":"10.1080/09537287.2025.2455432","title":"Exploring the socio-technical interactions associated with lean implementation: a systematic literature review","year":2025,"lang":"en","type":"article","venue":"Production Planning & Control","topic":"Quality and Supply Management","field":"Business, Management and Accounting","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Systematic review; Process management; Lean project management; Lean manufacturing; Computer science; Engineering; Knowledge management; Business; Management science; Manufacturing engineering; Political science; MEDLINE","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":[],"consensus_categories":[],"category_scores_codex":[0.001506801,0.0001761273,0.000321635,0.0001986202,0.000551231,0.0003644663,0.0002062454,0.00002199429,0.00004573766],"category_scores_gemma":[0.0006054537,0.0001163386,0.00009030585,0.0009300102,0.00003899831,0.001265634,0.00005994449,0.0002934385,0.00003250134],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008619588,"about_ca_system_score_gemma":0.00001820078,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001925912,"about_ca_topic_score_gemma":0.00004910692,"domain_scores_codex":[0.9986529,0.00007958343,0.0004575102,0.0003130545,0.0002753795,0.000221617],"domain_scores_gemma":[0.9989639,0.0001406496,0.0003050949,0.0003264272,0.0002564901,0.000007474938],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"systematic_review","study_design_scores_codex":[0.0005411863,0.000812421,0.03358677,0.2620254,0.003884158,0.000103691,0.002366635,0.003109738,0.0004925034,0.1663841,0.5142763,0.01241712],"study_design_scores_gemma":[0.007144074,0.0001332247,0.09372893,0.5546817,0.009387972,0.00007855737,0.01803584,0.003342888,0.00007591658,0.004853952,0.3063032,0.002233819],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.1282428,0.0799647,0.05074105,0.660444,0.0140237,0.03127536,0.00004827611,0.004726909,0.03053321],"genre_scores_gemma":[0.9891446,0.0003330063,0.00002553451,0.007288061,0.000620406,0.001242456,0.00009591987,0.00001604872,0.001233915],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8609019,"threshold_uncertainty_score":0.4744152,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05325704819934018,"score_gpt":0.3066862697413895,"score_spread":0.2534292215420493,"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."}}