{"id":"W2515179931","doi":"10.5430/jha.v5n5p91","title":"Lean in healthcare: Engagement in development, job satisfaction or exhaustion?","year":2016,"lang":"en","type":"article","venue":"Journal of Hospital Administration","topic":"Quality and Supply Management","field":"Business, Management and Accounting","cited_by":21,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Job satisfaction; Business; Context (archaeology); Health care; Housekeeping; Lean manufacturing; Work (physics); Value stream mapping; Operations management; Job design; Knowledge management; Process management; Marketing; Psychology; Job performance; Computer science; Engineering; Geography","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":[0.009430221,0.0002178832,0.0005046601,0.0010364,0.0008747965,0.003562297,0.0004187193,0.0006797409,0.002618602],"category_scores_gemma":[0.01921266,0.0001964994,0.0005729243,0.001423552,0.002422266,0.001939655,0.002293979,0.001226893,0.000282743],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001129317,"about_ca_system_score_gemma":0.001813827,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001375178,"about_ca_topic_score_gemma":0.002113536,"domain_scores_codex":[0.9938565,0.00364159,0.0004847113,0.0003239833,0.0008989518,0.0007941852],"domain_scores_gemma":[0.9815841,0.009912862,0.004805014,0.0004997177,0.0009919661,0.002206363],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000404809,0.001054996,0.7851288,0.0008104466,0.0002374913,0.0001845814,0.0342597,0.0003322317,0.0005604438,0.003910134,0.001874957,0.1712413],"study_design_scores_gemma":[0.00002802063,0.0006923196,0.9368966,0.0008779193,0.00007553669,0.0001696581,0.05180023,0.0006981629,0.0003486345,0.004215188,0.004141118,0.00005650518],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9870659,0.002039382,0.000963652,0.004563921,0.00009453526,0.00002787999,0.00008062805,0.00000884322,0.005155399],"genre_scores_gemma":[0.9986902,0.0004213067,0.0002590222,0.0002948418,0.00003043504,0.00002560327,0.0000349513,0.000003490457,0.0002401683],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.009430221,"threshold_uncertainty_score":0.04987234,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03480775881434971,"score_gpt":0.2861333747326123,"score_spread":0.2513256159182626,"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."}}