{"id":"W1775426345","doi":"10.5430/jha.v4n5p18","title":"How to design Lean interventions to enable impact, sustainability and effectiveness. A mixed-method study","year":2015,"lang":"en","type":"article","venue":"Journal of Hospital Administration","topic":"Healthcare Quality and Management","field":"Health Professions","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Psychological intervention; Attendance; Sustainability; Lean manufacturing; Medicine; Quality management; Operations management; Psychology; Business; Nursing; Marketing; Engineering; Management system; Political science","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"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":[0.1310871,0.001062624,0.001101087,0.00234472,0.001256154,0.003730419,0.001454657,0.001483039,0.003999245],"category_scores_gemma":[0.1319584,0.0008670135,0.001706049,0.001203318,0.001296027,0.003270485,0.001965598,0.0009125716,0.000481722],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003435446,"about_ca_system_score_gemma":0.005003422,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009123229,"about_ca_topic_score_gemma":0.001879832,"domain_scores_codex":[0.9011672,0.08626258,0.003749983,0.002269666,0.005645472,0.0009052836],"domain_scores_gemma":[0.8697619,0.1071182,0.009141786,0.005759442,0.007226894,0.0009918563],"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":[0.006792733,0.01223964,0.0326857,0.01373343,0.00260128,0.0001373925,0.02462804,0.002850549,0.004488941,0.01114225,0.002655263,0.8860447],"study_design_scores_gemma":[0.0456995,0.2781389,0.1728879,0.04483273,0.01132407,0.0009439084,0.1077021,0.04511914,0.05565215,0.1024584,0.1338511,0.001390061],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7423815,0.007401421,0.1740085,0.003309991,0.0006151253,0.06386371,0.0008391454,0.00033063,0.007249988],"genre_scores_gemma":[0.5869659,0.001850039,0.3405605,0.001386424,0.0001176878,0.06714348,0.0001675844,0.00006911445,0.001739312],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1310871,"threshold_uncertainty_score":0.6932629,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1513774174259669,"score_gpt":0.5320527068116567,"score_spread":0.3806752893856898,"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."}}