{"id":"W7116771877","doi":"10.11159/jffhmt.2025.048","title":"Implementation of Lean Manufacturing to Increase Aircraft Availability and Productivity: a case study","year":2025,"lang":"","type":"article","venue":"Journal of Fluid Flow Heat and Mass Transfer","topic":"Quality and Supply Management","field":"Business, Management and Accounting","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Lean manufacturing; Production (economics); Measure (data warehouse); Productivity; Component (thermodynamics); Manufacturing operations","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.003263943,0.0003929759,0.0008526729,0.0008519816,0.0003496842,0.0003362729,0.0001777556,0.00008712168,0.0002990313],"category_scores_gemma":[0.000061591,0.0003612044,0.0001833814,0.0004248623,0.0001187253,0.001465191,0.0001628111,0.000331516,0.00000223241],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000720608,"about_ca_system_score_gemma":0.00009253799,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003907316,"about_ca_topic_score_gemma":0.002846473,"domain_scores_codex":[0.9969792,0.0001485665,0.001482895,0.0005060474,0.0004931707,0.0003901237],"domain_scores_gemma":[0.9990109,0.0001110295,0.0001022469,0.0003251662,0.0003562954,0.0000943909],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.006763112,0.00663262,0.502892,0.02340441,0.004233002,0.00468097,0.01934487,0.001078492,0.02033895,0.001452948,0.004860376,0.4043182],"study_design_scores_gemma":[0.05457244,0.007346594,0.4452564,0.003717474,0.019227,0.001283098,0.31815,0.007550089,0.04515719,0.006122468,0.08736669,0.004250499],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9829875,0.0007703456,0.009224959,0.004601399,0.0005306446,0.001681657,0.00001617702,0.00001232076,0.00017495],"genre_scores_gemma":[0.9985153,0.0001854799,0.0002487722,0.0005028442,0.0003565549,0.00001585758,0.000002366537,0.00002063264,0.0001521643],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4000677,"threshold_uncertainty_score":0.999884,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01598500078643898,"score_gpt":0.2719788142733762,"score_spread":0.2559938134869372,"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."}}