{"id":"W2339012944","doi":"10.60164/b1e4b3f8i","title":"Generic Implementation of Lean Concepts in Simulation Models","year":2004,"lang":"en","type":"article","venue":"Lean Construction Journal","topic":"BIM and Construction Integration","field":"Engineering","cited_by":52,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta; Canadian Standards Association","funders":"","keywords":"Lean manufacturing; Lean project management; Lean construction; Process (computing); Production (economics); Computer science; Lean laboratory; Manufacturing engineering; Lean software development; Product (mathematics); Industrial engineering; Process management; Systems engineering; Engineering; Construction industry; Construction engineering; Software","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":[0.003199133,0.001154635,0.0009244481,0.001094517,0.0005217012,0.00217879,0.002230271,0.001304901,0.003514917],"category_scores_gemma":[0.004910641,0.0008522284,0.001919182,0.00114228,0.001525075,0.001986,0.002126285,0.001744167,0.0008519458],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001183304,"about_ca_system_score_gemma":0.00131968,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001427615,"about_ca_topic_score_gemma":0.001706763,"domain_scores_codex":[0.9980097,0.0007652775,0.0002563478,0.0001871068,0.0006575722,0.0001239967],"domain_scores_gemma":[0.9983013,0.0007077755,0.0001190339,0.000553505,0.0002656425,0.00005279141],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00004350818,0.00007493846,0.0007061788,0.0002768039,0.00008018505,0.000169326,0.0004124893,0.5137529,0.00436631,0.4491403,0.0007933602,0.03018363],"study_design_scores_gemma":[0.00004209557,0.00006266829,0.0001392876,0.0001276737,0.00005312323,0.00008693563,0.00005743865,0.8504044,0.007413398,0.1113473,0.03023385,0.00003191869],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.003743901,0.00007011907,0.9907348,0.00007662889,0.00001892369,0.000107892,0.00008806332,0.0008587477,0.004300946],"genre_scores_gemma":[0.1282651,0.0005996669,0.8675565,0.00006438491,0.00002498409,0.0005650115,0.0003738164,0.0003640236,0.002186602],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.003514917,"threshold_uncertainty_score":0.01691884,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0176654575413583,"score_gpt":0.2755998956761529,"score_spread":0.2579344381347946,"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."}}