{"id":"W4235211825","doi":"10.17722/ijme.v11i2.1006","title":"Lean Application and Efficiency of manufacturing firms: An empirical study of manufacturing firms in Rivers State, Nigeria","year":2018,"lang":"en","type":"article","venue":"International Journal of Management Excellence","topic":"Quality and Supply Management","field":"Business, Management and Accounting","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Lean manufacturing; Business; Productivity; Quality (philosophy); Manufacturing; Production (economics); Product (mathematics); Industrial organization; Lead time; Operations management; Marketing; Economics","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001301947,0.000184884,0.0002434238,0.001135995,0.001220348,0.001707615,0.0003289278,0.0004897997,0.002328941],"category_scores_gemma":[0.003544416,0.0003788085,0.0002762356,0.001721492,0.0007080947,0.001001399,0.0008129323,0.0007215975,0.00040249],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001169206,"about_ca_system_score_gemma":0.001093605,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009632966,"about_ca_topic_score_gemma":0.01453339,"domain_scores_codex":[0.9990433,0.0002379638,0.0001221096,0.0001214071,0.0001994217,0.0002758791],"domain_scores_gemma":[0.9937527,0.002658826,0.002158291,0.0001422167,0.0006066614,0.0006813401],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000029864,0.0003163345,0.9922414,0.00003043934,0.00001276884,0.0003080553,0.004038373,0.0001334108,0.0002097562,0.0001197109,0.0001091434,0.002450793],"study_design_scores_gemma":[0.000003824702,0.0002019528,0.9732779,0.00005282895,0.00001133576,0.0001979274,0.02498704,0.0005057621,0.0001555664,0.00004953445,0.0005485084,0.000007894032],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9996226,0.00003593983,0.000024465,0.00003136633,6.599286e-7,0.000006940931,0.00002440916,3.227625e-7,0.0002531963],"genre_scores_gemma":[0.9995408,0.00008539525,0.00005204216,0.00001942981,0.000001567379,0.00000704032,0.0000498763,6.035954e-7,0.0002433701],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.009632966,"threshold_uncertainty_score":0.01915383,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0193695195936224,"score_gpt":0.2875419837006347,"score_spread":0.2681724641070123,"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."}}