{"id":"W3176300146","doi":"10.1080/09537287.2021.1938730","title":"Lean implementation in healthcare: offsetting Physicians’ resistance to change","year":2021,"lang":"en","type":"article","venue":"Production Planning & Control","topic":"Healthcare Quality and Management","field":"Health Professions","cited_by":37,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University; HEC Montréal; Université de Sherbrooke","funders":"","keywords":"Resistance (ecology); Health care; Perspective (graphical); Lean manufacturing; Business; Lean project management; Process (computing); Qualitative research; Public relations; Psychology; Process management; Knowledge management; Marketing; Political science; Computer science; Sociology","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0249497,0.0003127592,0.0003412407,0.0009051727,0.004281055,0.004956487,0.001237599,0.002276864,0.001868839],"category_scores_gemma":[0.08402569,0.0004695027,0.0004969282,0.000917435,0.00490512,0.002062511,0.003716166,0.003255097,0.000248642],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.007463673,"about_ca_system_score_gemma":0.0175462,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01241034,"about_ca_topic_score_gemma":0.01993897,"domain_scores_codex":[0.9561809,0.02876421,0.001318515,0.001527339,0.007825181,0.00438386],"domain_scores_gemma":[0.918512,0.05218661,0.01312327,0.003029448,0.006624594,0.00652406],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0005362434,0.0008254399,0.1900635,0.001334026,0.0002458307,0.002232304,0.4729181,0.001181527,0.008871781,0.01197074,0.009058066,0.3007624],"study_design_scores_gemma":[0.0001979129,0.00252783,0.3702401,0.002415844,0.0001668416,0.001994764,0.4641449,0.004335132,0.007881212,0.01368584,0.1321501,0.0002595297],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9426575,0.0009527631,0.005641746,0.03509153,0.0001667213,0.0001949634,0.00002840029,0.00009911293,0.01516732],"genre_scores_gemma":[0.9951352,0.0002629329,0.002000827,0.001750906,0.00002977838,0.00003940453,0.00001034936,0.00001409389,0.0007564743],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0249497,"threshold_uncertainty_score":0.1319482,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1361764255850954,"score_gpt":0.4859420947270063,"score_spread":0.349765669141911,"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."}}