{"id":"W2035467529","doi":"10.12927/hcq.2013.23198","title":"Taking the Pulse of Lean Healthcare","year":2012,"lang":"en","type":"article","venue":"Healthcare Quarterly","topic":"Quality and Supply Management","field":"Business, Management and Accounting","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"","keywords":"Health care; Business; Best practice; Pulse (music); Health administration; Operations management; Nursing; Medicine; Management; Computer science; Political science; Engineering; Public health; Telecommunications; Economics","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001351685,0.0002025629,0.0002850006,0.000176686,0.0003758296,0.0000987124,0.0003778683,0.00008644724,0.0006458036],"category_scores_gemma":[0.00003996424,0.0001531256,0.0001277725,0.0004747017,0.00008599908,0.0009004847,0.00006592485,0.0002646951,0.0002869086],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004762446,"about_ca_system_score_gemma":0.00003469877,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0242275,"about_ca_topic_score_gemma":0.003216228,"domain_scores_codex":[0.9979761,0.00006791938,0.0005625359,0.0002336238,0.0004534461,0.0007064044],"domain_scores_gemma":[0.998694,0.00006919816,0.0004627246,0.0005524817,0.0001771774,0.00004441012],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"observational","study_design_scores_codex":[0.00005457004,0.0001580328,0.04995401,0.002165063,0.00003498012,0.00000411093,0.003815131,0.000003988165,0.00002328064,0.6317209,0.005049939,0.307016],"study_design_scores_gemma":[0.001088691,0.0003166556,0.5460848,0.0003428573,0.0001134196,0.00001131,0.03393724,0.0006752256,0.00002685743,0.01800734,0.398528,0.0008676247],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7007533,0.005644135,0.002058679,0.2437367,0.004031273,0.002539981,0.00003410016,0.0005795166,0.04062234],"genre_scores_gemma":[0.9869951,0.00001198041,0.0000711894,0.01068033,0.002011584,0.00004381401,0.00003887565,0.00003060165,0.0001165087],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6137136,"threshold_uncertainty_score":0.9822702,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04910880280423335,"score_gpt":0.300876991857882,"score_spread":0.2517681890536486,"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."}}