{"id":"W2101212148","doi":"10.12927/hcq.2013.20877","title":"Leading Lean: A Canadian Healthcare Leader's Guide","year":2009,"lang":"en","type":"article","venue":"Healthcare Quarterly","topic":"Healthcare Quality and Management","field":"Health Professions","cited_by":140,"is_retracted":false,"has_abstract":true,"ca_institutions":"University Health Network","funders":"","keywords":"Health care; Business; Work (physics); Lean manufacturing; Best practice; Public relations; Marketing; Management; 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":["metaepi_narrow","sts","research_integrity","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.002899694,0.0006008844,0.0009935831,0.0007808136,0.003206012,0.00005392037,0.0006635411,0.0008501338,0.0004927391],"category_scores_gemma":[0.0001672267,0.0006295807,0.0002260586,0.0008793118,0.00009095878,0.000414825,0.00002998473,0.002358219,0.004102252],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002857557,"about_ca_system_score_gemma":0.006055248,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.5353421,"about_ca_topic_score_gemma":0.8391264,"domain_scores_codex":[0.9904729,0.001793822,0.002160127,0.001134404,0.0008069074,0.003631837],"domain_scores_gemma":[0.9942259,0.0003643978,0.0004803952,0.001370773,0.0006754201,0.002883184],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001026641,0.0001025267,0.006860301,0.00228231,0.00004517026,0.0002517581,0.04975673,0.000002212608,0.0000376951,0.2817247,0.1875038,0.4713301],"study_design_scores_gemma":[0.001248146,0.002663498,0.02444284,0.001215862,0.00002551343,0.00001824193,0.06183092,0.00005721858,0.000005168578,0.01165357,0.8959432,0.0008958261],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.0476092,0.002510828,0.0008444065,0.8852944,0.004033424,0.004931738,0.0002301461,0.001304949,0.05324093],"genre_scores_gemma":[0.8429371,0.0001530734,0.0008333701,0.1449491,0.001552015,0.0002290458,0.0001633079,0.00008076799,0.009102221],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.7953279,"threshold_uncertainty_score":0.9999434,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1038441628885502,"score_gpt":0.4536114420357555,"score_spread":0.3497672791472053,"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."}}