{"id":"W3158416130","doi":"10.1007/s00170-021-07053-y","title":"Translating value stream maps into system dynamics models: a practical framework","year":2021,"lang":"en","type":"article","venue":"The International Journal of Advanced Manufacturing Technology","topic":"Complex Systems and Decision Making","field":"Decision Sciences","cited_by":26,"is_retracted":false,"has_abstract":false,"ca_institutions":"Polytechnique Montréal; Université de Sherbrooke","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Value stream mapping; Computer science; Industrial engineering; System dynamics; Dynamism; Context (archaeology); Supply chain; Relevance (law); Notation; Identification (biology); Artificial intelligence; Lean manufacturing; Engineering; Operations management; Mathematics","routes":{"ca_aff":true,"ca_fund":true,"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":[0.003872224,0.001211906,0.0008928636,0.001787613,0.0008565926,0.005379182,0.001946252,0.001968222,0.01269044],"category_scores_gemma":[0.02426731,0.0008741737,0.001188377,0.002378355,0.001949771,0.005471973,0.003676438,0.002292247,0.001511963],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002042168,"about_ca_system_score_gemma":0.003393758,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009038874,"about_ca_topic_score_gemma":0.006900796,"domain_scores_codex":[0.9984303,0.0009088023,0.00008095425,0.0001907957,0.0002992565,0.00008994054],"domain_scores_gemma":[0.9919248,0.006349077,0.0003539931,0.0005079954,0.0007092628,0.0001548817],"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":[0.00002247586,0.00004443583,0.0004334391,0.00006900969,0.00002838891,0.0001164087,0.0002535779,0.4272063,0.0001829629,0.5468955,0.001543272,0.02320421],"study_design_scores_gemma":[0.000008358727,0.00001151002,0.00005364629,0.00003129963,0.000008116427,0.00001373668,0.0000913606,0.4805831,0.0001975737,0.5147172,0.004274217,0.000009694167],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.003444108,0.00006028228,0.9875152,0.001047247,0.00004995313,0.00005410955,0.0002483602,0.0002748979,0.007305814],"genre_scores_gemma":[0.3756254,0.0004339483,0.6171889,0.000254409,0.0001184428,0.0003788883,0.0005970424,0.0003196832,0.00508324],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.01269044,"threshold_uncertainty_score":0.04245383,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06413021602749515,"score_gpt":0.3878364027448028,"score_spread":0.3237061867173077,"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."}}