{"id":"W4395680957","doi":"10.46254/ba06.2023056","title":"Revolutionizing Healthcare System through Lean Thinking","year":2023,"lang":"en","type":"article","venue":"","topic":"Quality and Supply Management","field":"Business, Management and Accounting","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Health care; Computer science; Healthcare system; Lean manufacturing; Knowledge management; Business; Manufacturing engineering; Engineering; Political science","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01075864,0.001012911,0.0004947237,0.002333941,0.001892232,0.0102584,0.001679731,0.002398895,0.001898997],"category_scores_gemma":[0.005926011,0.0004004286,0.0009167001,0.001742667,0.008918306,0.007741074,0.005217152,0.004988869,0.001072529],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004934617,"about_ca_system_score_gemma":0.01537731,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003074589,"about_ca_topic_score_gemma":0.003343398,"domain_scores_codex":[0.9921471,0.003679881,0.0003808816,0.0005101106,0.002555591,0.0007264041],"domain_scores_gemma":[0.993974,0.002743025,0.0005226031,0.0005953432,0.001435191,0.0007299114],"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":[0.00006807893,0.0002426304,0.002139104,0.001315896,0.0001749774,0.0003305007,0.005253681,0.01336295,0.002624372,0.7863103,0.02995878,0.1582188],"study_design_scores_gemma":[0.00005273694,0.0001450359,0.0006529659,0.001138642,0.00005739974,0.0001587328,0.003586625,0.009104779,0.001713503,0.8305903,0.1527464,0.00005299902],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.03171458,0.01915967,0.5670809,0.232209,0.00269176,0.0004593418,0.0002515728,0.00145044,0.1449828],"genre_scores_gemma":[0.4966276,0.02573893,0.4406374,0.0220945,0.001574674,0.0005382346,0.0002966076,0.0002872732,0.01220473],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01075864,"threshold_uncertainty_score":0.05689782,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06078707665160657,"score_gpt":0.2722065877913508,"score_spread":0.2114195111397442,"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."}}