{"id":"W1952626687","doi":"","title":"LEAN IMPLEMENTATION: PREDICTING IMPLEMENTATION SUCCESS AND THE RATE OF IMPROVEMENT","year":2007,"lang":"en","type":"article","venue":"ASAC","topic":"Quality and Supply Management","field":"Business, Management and Accounting","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"St. Francis Xavier University","funders":"","keywords":"Lean manufacturing; Lean project management; Kanban; Process management; Productivity; Business; Workforce; Operations management; Knowledge management; Engineering; Management; Computer science; Control (management); Economics","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":[0.00951762,0.0003534527,0.0003184121,0.002283233,0.0002424912,0.001441456,0.0004858516,0.0009423686,0.001548633],"category_scores_gemma":[0.08817593,0.0002636073,0.0005218487,0.001701595,0.0004083766,0.002037864,0.0006171595,0.001143906,0.0008251942],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004834372,"about_ca_system_score_gemma":0.0006538121,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001449934,"about_ca_topic_score_gemma":0.001040178,"domain_scores_codex":[0.994471,0.002273459,0.000677201,0.0004196724,0.001676543,0.0004822385],"domain_scores_gemma":[0.8976828,0.06355909,0.02353256,0.003138882,0.009797376,0.002289196],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001472033,0.0002330057,0.9664598,0.00004507963,0.00008701774,0.00005472602,0.0002805278,0.003826451,0.0002809152,0.0002043136,0.0002924046,0.02808861],"study_design_scores_gemma":[0.0000308167,0.001240499,0.9478201,0.00008041673,0.00009055813,0.0003670886,0.0008115058,0.04520477,0.001817529,0.001045401,0.001440781,0.00005052254],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9920312,0.0001844552,0.004808348,0.0001897486,0.00001483557,0.00006864825,0.0001868486,0.0001049019,0.00241104],"genre_scores_gemma":[0.997574,0.00008476664,0.001688021,0.00001755939,0.00001409451,0.00004588741,0.0002271954,0.00001776163,0.0003306336],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00951762,"threshold_uncertainty_score":0.05033463,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01566832019815375,"score_gpt":0.2951084475727409,"score_spread":0.2794401273745871,"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."}}