{"id":"W2077364226","doi":"10.1258/hsmr.2007.007023","title":"Organizational change through Lean Thinking","year":2008,"lang":"en","type":"article","venue":"Health Services Management Research","topic":"Quality and Supply Management","field":"Business, Management and Accounting","cited_by":33,"is_retracted":false,"has_abstract":true,"ca_institutions":"Hospital for Sick Children; York University","funders":"","keywords":"Lean manufacturing; Lean project management; Containment (computer programming); Health care; Toyota Production System; Business; Process management; Lean laboratory; Organizational change; Production (economics); Operations management; Computer science; Marketing; Engineering; Public relations; Economics; Political science","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":["metaepi_narrow","sts","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.003051781,0.0002716545,0.000311064,0.000783899,0.002501238,0.0003958039,0.001136061,0.00007538528,0.001365287],"category_scores_gemma":[0.00001188566,0.0002676433,0.00007375801,0.002581572,0.0001452661,0.002054931,0.001702714,0.0004145909,0.003571343],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001812928,"about_ca_system_score_gemma":0.00003984231,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007648615,"about_ca_topic_score_gemma":0.001004425,"domain_scores_codex":[0.9952202,0.00009138104,0.0005562475,0.0007147524,0.00218863,0.00122872],"domain_scores_gemma":[0.998618,0.00006684423,0.0002089029,0.000670719,0.000385028,0.00005048736],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0000517279,0.0003599112,0.02321399,0.007943932,0.00008218626,0.0001371927,0.003336406,0.00003152664,0.000001172976,0.9337665,0.02828965,0.002785807],"study_design_scores_gemma":[0.001024072,0.00004757019,0.04941975,0.0004060591,0.00001781019,0.000005039034,0.006524007,0.001784231,0.00000280804,0.09246006,0.8478602,0.0004484617],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.1352856,0.002500774,0.002768998,0.1035764,0.001985915,0.008842718,0.00001676617,0.001996097,0.7430267],"genre_scores_gemma":[0.9187904,0.001939527,0.001897683,0.06876795,0.003170592,0.0003480137,0.0004172063,0.0001049913,0.004563664],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8413064,"threshold_uncertainty_score":0.9999776,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1813192896058942,"score_gpt":0.37754418138489,"score_spread":0.1962248917789958,"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."}}