{"id":"W7029414566","doi":"","title":"Lean in Healthcare: What is Required to Support a Successful Hospital Lean Improvement Programme?","year":2019,"lang":"en","type":"other","venue":"Nottingham ePrints (University of Nottingham)","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Lean manufacturing; Empowerment; Productivity; Work (physics); Lean project management; Health care; Employee empowerment; Resistance (ecology); Healthcare system","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":["metaepi_narrow","research_integrity","insufficient_payload"],"consensus_categories":["metaepi_narrow","insufficient_payload"],"category_scores_codex":[0.002067236,0.001571188,0.002479184,0.003061738,0.0002797078,0.0002450377,0.003226359,0.001434408,0.004349857],"category_scores_gemma":[0.0002717896,0.002158355,0.0008068806,0.002241454,0.0005461749,0.0009917488,0.002626287,0.001640752,0.01655387],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001813437,"about_ca_system_score_gemma":0.001040262,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03692593,"about_ca_topic_score_gemma":0.01414747,"domain_scores_codex":[0.9902341,0.0002182363,0.001243466,0.003383072,0.002169087,0.002751997],"domain_scores_gemma":[0.992439,0.0001630837,0.002765797,0.003050474,0.000537395,0.001044237],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0008884416,0.003228781,0.1061298,0.003879742,0.001084895,0.0009186047,0.0202197,0.0000214574,0.00185411,0.00123776,0.4297419,0.4307948],"study_design_scores_gemma":[0.01111469,0.004003167,0.007846513,0.007868993,0.0004296435,0.00002545444,0.03286935,0.0001926064,0.001222858,0.0003818744,0.9286646,0.005380288],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"other","genre_scores_codex":[0.6338778,0.0008790516,0.0006766844,0.02417736,0.006340325,0.02721987,0.002505675,0.004745387,0.2995778],"genre_scores_gemma":[0.3199947,0.00047688,0.01526058,0.001720601,0.0006046623,0.00003517267,0.0005968421,0.00353914,0.6577715],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.4989226,"threshold_uncertainty_score":0.999862,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01929192351836967,"score_gpt":0.2530524963891175,"score_spread":0.2337605728707478,"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."}}