{"id":"W2992311967","doi":"10.12927/hcq.15.20090","title":"Leading Complex Change in Healthcare: 10 Lessons Learned","year":2008,"lang":"en","type":"article","venue":"Healthcare Quarterly","topic":"Primary Care and Health Outcomes","field":"Health Professions","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"St Joseph's Health Care","funders":"","keywords":"Health care; Work (physics); Task (project management); Public relations; Knowledge transfer; Nursing; Quality management; Process (computing); Best practice; Business; Quality (philosophy); Medicine; Psychology; Process management; Knowledge management; Political science; Management; Marketing; Engineering; Computer science","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":[0.02473391,0.001725904,0.001068626,0.001481775,0.004477191,0.01147511,0.003715342,0.006802436,0.004642163],"category_scores_gemma":[0.02159943,0.0006311824,0.001009941,0.001622843,0.01442742,0.0138477,0.009772794,0.01046267,0.0008428817],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0083945,"about_ca_system_score_gemma":0.01976498,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007949707,"about_ca_topic_score_gemma":0.02067729,"domain_scores_codex":[0.9821504,0.01194303,0.0006755571,0.0009197475,0.002269762,0.0020415],"domain_scores_gemma":[0.9691018,0.02175422,0.0008369414,0.001214845,0.002374534,0.004717642],"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":[0.0002113194,0.001522023,0.005695945,0.008295026,0.0001469218,0.002636272,0.09169162,0.003522635,0.0009270137,0.1054654,0.07654931,0.7033365],"study_design_scores_gemma":[0.0003197806,0.001383284,0.009633185,0.01374985,0.0001294526,0.003230345,0.2571205,0.003167254,0.002442619,0.2842174,0.4242537,0.0003525626],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.07564183,0.08683943,0.04060439,0.7439795,0.01058155,0.0009619589,0.0002512806,0.0007545733,0.04038552],"genre_scores_gemma":[0.6627519,0.1248557,0.1085371,0.08186229,0.005327097,0.00115367,0.0003167683,0.0002372464,0.01495832],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.02473391,"threshold_uncertainty_score":0.1308069,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3309616520428147,"score_gpt":0.500054618192284,"score_spread":0.1690929661494693,"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."}}