{"id":"W4412690963","doi":"10.22260/isarc2025/0078","title":"SVR and GA Aided Lean Six Sigma Method for Planning in Modular Construction","year":2025,"lang":"en","type":"article","venue":"Proceedings of the ... ISARC","topic":"Quality and Supply Management","field":"Business, Management and Accounting","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Modular design; Six Sigma; Computer science; Sigma; Lean Six Sigma; Manufacturing engineering; Engineering drawing; Engineering; Lean manufacturing; Programming language; Physics","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008848881,0.0001176667,0.00020285,0.0002476255,0.0001419728,0.0001268804,0.0002324441,0.00005206098,0.000009511343],"category_scores_gemma":[0.0002777118,0.00009728997,0.00006238622,0.0003930655,0.00007355545,0.0004863389,0.0002745334,0.0001015608,0.000001055152],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002138718,"about_ca_system_score_gemma":0.000006992504,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001681399,"about_ca_topic_score_gemma":0.00001173056,"domain_scores_codex":[0.9991667,0.000002827388,0.0002717782,0.0002320435,0.0001382941,0.0001883929],"domain_scores_gemma":[0.9995788,0.00006239829,0.0001674078,0.00007307901,0.0001129606,0.000005376349],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0002053231,0.00007228756,0.09810404,0.002926487,0.00008248589,3.835098e-7,0.0004556373,0.0003955133,0.008191728,0.8643872,0.007388152,0.01779075],"study_design_scores_gemma":[0.003753403,0.00003844265,0.04773722,0.00128645,0.0003243023,0.000002822838,0.01349737,0.09326322,0.007903382,0.7173627,0.1142254,0.0006052583],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9478769,0.0001339008,0.008862259,0.009138024,0.0003913556,0.001072237,0.000003016814,0.0000766533,0.03244567],"genre_scores_gemma":[0.990938,0.000004686907,0.007200297,0.001096548,0.0001434957,0.0000447746,0.00000225508,0.00001157373,0.0005583816],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1470245,"threshold_uncertainty_score":0.396737,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02042987793538424,"score_gpt":0.276080517703784,"score_spread":0.2556506397683997,"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."}}