{"id":"W2985465524","doi":"10.1111/jonm.12898","title":"Nurse managers implementing the lean management system: A qualitative study in Western Canada","year":2019,"lang":"en","type":"article","venue":"Journal of Nursing Management","topic":"Quality and Supply Management","field":"Business, Management and Accounting","cited_by":22,"is_retracted":false,"has_abstract":true,"ca_institutions":"Saskatchewan Health; Saskatoon City Hospital; Saskatchewan Health Authority; Queen's University; Thompson Rivers University; University of Manitoba","funders":"Saskatchewan Health Research Foundation","keywords":"Business; Nursing; Nursing management; Lean manufacturing; Qualitative research; Context (archaeology); Health care; Exploratory research; Public relations; Marketing; Medicine; Sociology; Economic growth; Political science","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00538951,0.0004488598,0.0006763014,0.001009639,0.0003195197,0.0004802922,0.001259442,0.00004257217,0.0001155434],"category_scores_gemma":[0.00001397727,0.0003517741,0.000208064,0.001174426,0.0000699145,0.0009938712,0.000361597,0.0004276247,0.0001084772],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001186287,"about_ca_system_score_gemma":0.00004333504,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.01932436,"about_ca_topic_score_gemma":0.03716578,"domain_scores_codex":[0.995111,0.0001751791,0.001621832,0.000507806,0.001698475,0.0008856325],"domain_scores_gemma":[0.9977018,0.0001070582,0.001258515,0.0007183926,0.000173021,0.00004125759],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"qualitative","study_design_scores_codex":[0.001704604,0.006096955,0.08268589,0.008735797,0.005398303,0.006636957,0.04929972,0.01310416,0.0000145028,0.6449869,0.08202026,0.09931598],"study_design_scores_gemma":[0.004913307,0.0001336213,0.03997564,0.00194758,0.0009253113,0.00001890214,0.8561423,0.001102886,0.000001808282,0.002368558,0.09180295,0.0006671041],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8936929,0.0001389808,0.001269982,0.003904312,0.00293362,0.00323316,0.000002639935,0.00006899145,0.09475545],"genre_scores_gemma":[0.995382,0.00001059308,0.0002654479,0.001202793,0.0003969058,0.00004336307,0.000006647926,0.00005604556,0.002636174],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8068426,"threshold_uncertainty_score":0.9998934,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02803981302185813,"score_gpt":0.3153004368015898,"score_spread":0.2872606237797317,"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."}}