{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.05179029,0.0007518708,0.001259674,0.002572157,0.006112242,0.02486279,0.002802198,0.005316122,0.01203144],"category_scores_gemma":[0.08350453,0.0005290502,0.0009590331,0.00321476,0.009951521,0.01710892,0.01009031,0.007216354,0.002909076],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01727083,"about_ca_system_score_gemma":0.08328201,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00990169,"about_ca_topic_score_gemma":0.01817323,"domain_scores_codex":[0.949717,0.02733435,0.00307615,0.001578752,0.01273435,0.005559441],"domain_scores_gemma":[0.8894016,0.04741055,0.009332295,0.004660977,0.02389865,0.02529592],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"qualitative","study_design_scores_codex":[0.0002802796,0.0009150183,0.0177698,0.0105474,0.0001488687,0.0007288906,0.02226384,0.001416328,0.00120514,0.06372894,0.1388792,0.7421163],"study_design_scores_gemma":[0.0001722432,0.001280469,0.058172,0.06484137,0.0001772173,0.001110661,0.1901445,0.003330431,0.002398321,0.1460675,0.5317327,0.0005725502],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.02912938,0.01965711,0.01144409,0.8759226,0.003222062,0.0004831362,0.0002753802,0.0004867194,0.05937953],"genre_scores_gemma":[0.7489784,0.05001733,0.06801164,0.1169374,0.003296767,0.001759397,0.0009451153,0.0002916089,0.009762335],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.05179029,"threshold_uncertainty_score":0.2738965,"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."}}