{"id":"W4381140727","doi":"10.1186/s12961-023-01000-x","title":"Exploring the evidence base for Communities of Practice in health research and translation: a scoping review","year":2023,"lang":"en","type":"review","venue":"Health Research Policy and Systems","topic":"Health Policy Implementation Science","field":"Health Professions","cited_by":27,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"National Health and Medical Research Council; Medical Research Council; James Cook University; Australian Government","keywords":"Knowledge translation; Health services research; Context (archaeology); Grey literature; Health administration; Evidence-based practice; Qualitative research; Health care; Knowledge transfer; Health informatics; Knowledge management; Medical education; Medicine; Public health; Sociology; MEDLINE; Nursing; Political science; Social science; Alternative medicine; Computer science","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","sts","research_integrity"],"consensus_categories":["metaresearch"],"category_scores_codex":[0.28954,0.0003312991,0.002702371,0.002363389,0.005000303,0.0001090486,0.0008260108,0.0001959467,0.00000926603],"category_scores_gemma":[0.08030131,0.0002380926,0.00009366019,0.005716697,0.0008123896,0.0007480738,0.0005065777,0.003786257,0.00003327658],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001532394,"about_ca_system_score_gemma":0.04023875,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.08966359,"about_ca_topic_score_gemma":0.0124307,"domain_scores_codex":[0.8881863,0.09889384,0.006036306,0.0007349683,0.002712825,0.003435774],"domain_scores_gemma":[0.6663597,0.327079,0.002011145,0.001306436,0.002196271,0.001047465],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","study_design_scores_codex":[0.00001497609,0.00001246634,0.000005295723,0.7715414,0.00001121007,9.687299e-7,0.02937127,3.068739e-7,1.399715e-8,0.004398323,0.003844809,0.1907989],"study_design_scores_gemma":[0.0001791787,0.0002925961,0.000008237063,0.5205163,0.000004952162,0.000009844945,0.01588986,0.00002330408,5.096337e-9,0.0000544926,0.4629439,0.0000772646],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.000007012539,0.8633707,0.00002701775,0.104583,0.0002111226,0.03136024,0.0002529522,0.00003446584,0.0001534845],"genre_scores_gemma":[0.0000288716,0.9700311,0.0001547263,0.0041739,0.0006661425,0.02455969,0.00002348868,0.00007427156,0.0002878497],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.4590991,"threshold_uncertainty_score":0.998512,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.996876991633411,"score_gpt":0.8652987732135965,"score_spread":0.1315782184198145,"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."}}