{"id":"W2973512941","doi":"10.5430/jnep.v10n1p1","title":"Lean thinking in total nursing care for mechanically ventilated patients: A new concept in ICU","year":2019,"lang":"en","type":"article","venue":"Journal of Nursing Education and Practice","topic":"Quality and Supply Management","field":"Business, Management and Accounting","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Checklist; Critical care nursing; Nursing care; Observational study; Intensive care unit; Lean manufacturing; Medicine; Nursing; Intensive care; Added value; Mechanical ventilation; Value stream mapping; Value (mathematics); Psychology; Operations management; Business; Intensive care medicine; Health care; Engineering; Computer science","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"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":[0.01080204,0.0006852213,0.0006090237,0.003078945,0.002010832,0.008214082,0.001605523,0.002095917,0.00102841],"category_scores_gemma":[0.007584269,0.0002575591,0.0006178369,0.003018938,0.01664799,0.008729248,0.00378842,0.004279358,0.0001495164],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005144246,"about_ca_system_score_gemma":0.009958001,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001418344,"about_ca_topic_score_gemma":0.001883289,"domain_scores_codex":[0.991935,0.005041503,0.0003843254,0.000452689,0.00190691,0.0002796025],"domain_scores_gemma":[0.9881044,0.007811666,0.001280113,0.0002986763,0.001405661,0.001099491],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0002902674,0.0008359178,0.01694038,0.005166484,0.000143312,0.0008819731,0.1031952,0.001319357,0.001917379,0.2743472,0.01294686,0.5820155],"study_design_scores_gemma":[0.0001890772,0.001298566,0.02431816,0.01207225,0.0001840026,0.002645292,0.1213229,0.004746792,0.001620305,0.7003179,0.1309869,0.0002978652],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.2545148,0.2328186,0.1543927,0.2793708,0.01008971,0.0007270859,0.0001561634,0.0003265976,0.06760351],"genre_scores_gemma":[0.8043387,0.06024237,0.1076783,0.02036455,0.002771543,0.0007799557,0.00006405118,0.00005955424,0.003701057],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01080204,"threshold_uncertainty_score":0.0571273,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03712103542378491,"score_gpt":0.3538795640226134,"score_spread":0.3167585285988285,"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."}}