{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001096718,0.0001028369,0.000129782,0.0002567146,0.00006017708,0.00002691673,0.00005484451,0.00006894824,0.0002107604],"category_scores_gemma":[0.000004658844,0.0001090336,0.00005746562,0.0002514273,0.00006516554,0.0004937631,0.000004461561,0.0002194519,0.000004534598],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001814064,"about_ca_system_score_gemma":0.00006656512,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002816249,"about_ca_topic_score_gemma":0.00008096566,"domain_scores_codex":[0.9991202,0.00001471804,0.000471527,0.00008783629,0.0001679518,0.0001377474],"domain_scores_gemma":[0.9996363,0.00001154341,0.0001240238,0.00007204827,0.000104555,0.00005153405],"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":[0.000006208772,0.000004549554,0.00193586,0.000008240583,0.00001402472,0.000001756271,0.0003989426,0.8519764,0.002446147,0.01589832,0.00001160515,0.1272979],"study_design_scores_gemma":[0.01146286,0.0003309909,0.01716786,0.0003248079,0.000105811,0.003496701,0.02726253,0.5512367,0.08932446,0.2969904,0.001162714,0.001134081],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.761279,0.00009840442,0.2368426,0.00003286654,0.0009290116,0.00007397744,0.000003802108,0.0000501298,0.000690138],"genre_scores_gemma":[0.9947778,0.00006827259,0.004957112,0.00001533425,0.0001546251,0.000003020167,0.000005693638,0.00001332014,0.000004825258],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3007396,"threshold_uncertainty_score":0.444626,"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."}}