{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001311359,0.000123954,0.0001856686,0.0004188876,0.00006906183,0.0001077655,0.000118298,0.00005475584,0.0001619079],"category_scores_gemma":[0.0001794061,0.00008552632,0.00004346597,0.0003041433,0.00002152969,0.001671663,0.00004201231,0.0001587872,0.00005639945],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000224775,"about_ca_system_score_gemma":0.0001286882,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001496742,"about_ca_topic_score_gemma":0.003692148,"domain_scores_codex":[0.9984574,0.00002818462,0.0008104377,0.0001477483,0.0003579073,0.0001983352],"domain_scores_gemma":[0.9992687,0.00004478778,0.0004619201,0.00008953046,0.0001168188,0.00001824605],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004318212,0.0003993915,0.9376867,0.0001839167,0.00002328868,0.0001706668,0.0002263295,0.00002381512,0.0001379143,0.01944987,0.001518065,0.03974817],"study_design_scores_gemma":[0.00151077,0.0005186241,0.9845708,0.0002667567,0.00001121884,0.000004859597,0.0005122158,0.00002408306,0.0001580828,0.003791286,0.008434789,0.000196524],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9833547,0.00002024767,0.001044233,0.01421159,0.0005863794,0.0002309191,6.091691e-7,0.00001347912,0.0005378116],"genre_scores_gemma":[0.9985374,0.00003461335,0.0004000277,0.0004049541,0.0003925319,0.00001117125,0.000003478003,0.000009787859,0.0002060282],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04688403,"threshold_uncertainty_score":0.3487662,"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."}}