{"id":"W4392471749","doi":"10.1002/lrh2.10412","title":"How to use communities of practice to support change in learning health systems: A landscape of roles and guidance for management","year":2024,"lang":"en","type":"article","venue":"Learning Health Systems","topic":"Health Policy Implementation Science","field":"Health Professions","cited_by":12,"is_retracted":false,"has_abstract":true,"ca_institutions":"Alberta Health Services; Alberta Health; University of Calgary; University of Alberta","funders":"Canadian Institutes of Health Research; Alberta Children's Hospital Research Institute; Alberta Innovates; Children's Hospital Foundation; Public Health Agency; University of Alberta; Athabasca University; Public Health Agency of Canada; Stollery Children’s Hospital Foundation; Women and Children's Health Research Institute; University of Lethbridge; Children's Health Research Institute; Killam Trusts; Alberta Health Services","keywords":"Knowledge management; Community of practice; Community practice; Learning community; Community health; Facilitation; Variety (cybernetics); Public relations; Psychology; Computer science; Medicine; Nursing; Political science; Pedagogy; Public health","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0160994,0.0002240114,0.0008794583,0.0009330453,0.0007172491,0.0001134082,0.0002613236,0.0001058427,0.000007577354],"category_scores_gemma":[0.001862907,0.0002182136,0.00003795597,0.001036037,0.00003963313,0.0006562193,0.0002150024,0.0007140677,0.0000206933],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005382962,"about_ca_system_score_gemma":0.0009462904,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03195812,"about_ca_topic_score_gemma":0.003494298,"domain_scores_codex":[0.9906825,0.005116128,0.002007588,0.0004192905,0.0006289814,0.001145533],"domain_scores_gemma":[0.99214,0.005362189,0.001222296,0.0003754601,0.0003755685,0.0005244627],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002347956,0.00006148255,0.2021728,0.1237552,0.00007053949,0.000008482146,0.6222728,0.004075743,0.00002870251,0.0140336,0.02113664,0.01214924],"study_design_scores_gemma":[0.0006308011,0.00151407,0.01585722,0.0103324,0.000008436318,0.000008382724,0.2701673,0.00525751,8.973582e-7,0.000002090034,0.6960546,0.0001663977],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5018719,0.01586927,0.03872711,0.3819305,0.006289253,0.05202459,0.0009220442,0.0009417702,0.001423564],"genre_scores_gemma":[0.9828365,0.0006480199,0.002709172,0.008218339,0.0002245553,0.002682931,0.00003063719,0.00005959566,0.002590246],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6749179,"threshold_uncertainty_score":0.9744881,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.5245244719722225,"score_gpt":0.62084563020806,"score_spread":0.09632115823583753,"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."}}