{"id":"W1967126861","doi":"10.12927/hcq.2014.23882","title":"Improving Healthcare Using Lean Processes","year":2014,"lang":"en","type":"article","venue":"Healthcare Quarterly","topic":"Quality and Supply Management","field":"Business, Management and Accounting","cited_by":13,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Health care; Best practice; Business; Health administration; Operations management; Process management; Nursing; Medicine; Management; Public health; Engineering; Economics; Economic growth","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0174372,0.001443202,0.0005453907,0.004353728,0.002222784,0.01039872,0.001771412,0.002073386,0.002859624],"category_scores_gemma":[0.02758757,0.0004509548,0.001127561,0.005131258,0.002770245,0.006601178,0.005568589,0.003064503,0.001564353],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005128028,"about_ca_system_score_gemma":0.01930944,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008644366,"about_ca_topic_score_gemma":0.01208041,"domain_scores_codex":[0.9781324,0.007719885,0.001319552,0.0009194544,0.01060226,0.001306392],"domain_scores_gemma":[0.9832304,0.006860918,0.00181284,0.001873416,0.005260373,0.000962042],"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":[0.00008619072,0.0004645776,0.008163698,0.001976308,0.0003089623,0.0003166674,0.005351934,0.01483531,0.002999571,0.1999258,0.06136766,0.7042033],"study_design_scores_gemma":[0.0001734949,0.0006275502,0.006598749,0.004601876,0.0002182334,0.0005904093,0.006403578,0.01675314,0.007052433,0.3867231,0.570079,0.0001785421],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.03395404,0.02101066,0.6566153,0.1286502,0.00295673,0.001113587,0.0004648262,0.003109767,0.152125],"genre_scores_gemma":[0.3355318,0.03630487,0.5939738,0.01609804,0.001846337,0.0006284213,0.0008532124,0.0003792073,0.01438435],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.0174372,"threshold_uncertainty_score":0.09221786,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03481692647139915,"score_gpt":0.2821727676408934,"score_spread":0.2473558411694943,"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."}}