{"id":"W2075303271","doi":"10.12927/hcq.2014.23880","title":"\"The Largest Lean Transformation in the World\": The Implementation and Evaluation of Lean in Saskatchewan Healthcare","year":2014,"lang":"en","type":"article","venue":"Healthcare Quarterly","topic":"Healthcare Quality and Management","field":"Health Professions","cited_by":34,"is_retracted":false,"has_abstract":true,"ca_institutions":"First Nations University of Canada; University of Saskatchewan","funders":"","keywords":"Health care; Lean manufacturing; Business; Scope (computer science); Process management; Quality management; Scale (ratio); Operations management; Knowledge management; Marketing; Computer science; Engineering; Political science","routes":{"ca_aff":true,"ca_fund":false,"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":[],"consensus_categories":[],"category_scores_codex":[0.02552037,0.0002055994,0.0003224229,0.0002383123,0.001292574,0.00002970508,0.0003325866,0.0001491003,0.00003252006],"category_scores_gemma":[0.00007957032,0.0001244145,0.00005564518,0.0007378648,0.0001079574,0.0002286776,0.0000194404,0.0009811303,0.00001512682],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000419732,"about_ca_system_score_gemma":0.0007949419,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.06038859,"about_ca_topic_score_gemma":0.8920434,"domain_scores_codex":[0.988098,0.008046254,0.001702514,0.0003374275,0.001000579,0.0008152027],"domain_scores_gemma":[0.9968376,0.001591424,0.000495045,0.0006109066,0.0003504103,0.0001146295],"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":[0.00007550957,0.00004358783,0.01868103,0.001054758,0.00000759359,4.358151e-7,0.2359641,0.00000475658,0.000004589403,0.09542663,0.0006965903,0.6480404],"study_design_scores_gemma":[0.001892443,0.0005952514,0.2869792,0.0003451007,0.00002241716,0.000001397764,0.6730115,0.00074977,0.000004389921,0.01742773,0.01882161,0.0001490993],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.732558,0.0005847065,0.0001525659,0.2607724,0.0004164589,0.004811067,0.00002769119,0.00003207169,0.0006450283],"genre_scores_gemma":[0.9915782,0.0001139354,0.00003001089,0.00698985,0.0001833329,0.0009370809,0.00008824528,0.00002000794,0.00005929009],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8316548,"threshold_uncertainty_score":0.9941565,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08876535296566918,"score_gpt":0.4796354613714127,"score_spread":0.3908701084057435,"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."}}