{"id":"W2788184301","doi":"10.1108/jkm-03-2017-0111","title":"Communities of practice to improve public health outcomes: a systematic review","year":2018,"lang":"en","type":"review","venue":"Journal of Knowledge Management","topic":"Health Policy Implementation Science","field":"Health Professions","cited_by":66,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Workforce; Rigour; Public health; Public relations; Systematic review; Inclusion (mineral); Population health; Originality; Knowledge management; Medical education; Business; Psychology; Medicine; Sociology; Political science; MEDLINE; Nursing; Computer science; Social science; Qualitative research","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","metaepi_narrow","insufficient_payload"],"consensus_categories":["metaresearch"],"category_scores_codex":[0.04271611,0.0005231827,0.006341184,0.001573469,0.000590576,0.00003753437,0.002149968,0.0001597202,0.0002183362],"category_scores_gemma":[0.00988658,0.0003485753,0.0007126728,0.001763482,0.0001043363,0.0004394398,0.001053019,0.001222284,0.001279762],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002160048,"about_ca_system_score_gemma":0.004870574,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005020817,"about_ca_topic_score_gemma":0.000135481,"domain_scores_codex":[0.9727747,0.01472321,0.009929863,0.0002724605,0.001246322,0.001053405],"domain_scores_gemma":[0.9701119,0.007942473,0.01672034,0.001511897,0.002848215,0.0008651938],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000002041552,0.000111778,0.00000250329,0.8739623,0.0005214471,0.000003879622,0.008013603,7.660409e-9,1.657788e-9,0.001024366,0.07973106,0.03662702],"study_design_scores_gemma":[0.0002041368,0.0002505557,0.000002570583,0.4349075,0.0009873552,0.00001396834,0.005936568,2.011206e-7,2.246072e-9,0.00000606613,0.5575666,0.0001244574],"study_design_candidate":"systematic_review","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[2.092884e-7,0.9630229,0.0008048505,0.01050705,0.001991497,0.01145939,0.00007610015,0.00002296885,0.01211506],"genre_scores_gemma":[0.00000268532,0.9668359,0.003510426,0.02531834,0.0002927565,0.0009123448,0.000006939614,0.00006322673,0.003057361],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.4778356,"threshold_uncertainty_score":0.9998966,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.7189612023493882,"score_gpt":0.7101519181129243,"score_spread":0.008809284236463877,"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."}}