{"id":"W1598145454","doi":"10.18438/b8z628","title":"Evaluating the Development of Virtual Communities of Practice that Support Evidence Based Practice","year":2010,"lang":"en","type":"article","venue":"Evidence Based Library and Information Practice","topic":"Health Sciences Research and Education","field":"Health Professions","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Community of practice; Medical education; Structuring; Work (physics); Knowledge management; Public relations; Computer science; Psychology; Medicine; Pedagogy; Political science; Engineering","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch"],"consensus_categories":["metaresearch"],"category_scores_codex":[0.3053915,0.001170039,0.001952041,0.01021587,0.003382777,0.01082503,0.004591433,0.003254916,0.005572089],"category_scores_gemma":[0.4160263,0.001136856,0.002191409,0.004963274,0.004884152,0.008858304,0.01495918,0.001790398,0.0007161218],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01643383,"about_ca_system_score_gemma":0.03470795,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002354636,"about_ca_topic_score_gemma":0.005104224,"domain_scores_codex":[0.5166174,0.4216586,0.02173746,0.005302189,0.02999547,0.004689024],"domain_scores_gemma":[0.4253417,0.4381545,0.04066554,0.02648499,0.05231706,0.01703614],"domain_codex":null,"domain_gemma":"evaluation","domain_candidate":"evaluation","domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.00355933,0.00830808,0.03507382,0.03745054,0.002484554,0.0005621016,0.03919882,0.006774225,0.002024226,0.0185217,0.006085484,0.8399571],"study_design_scores_gemma":[0.02821044,0.1136337,0.1416352,0.16771,0.009724171,0.001620003,0.1847869,0.03704073,0.01795718,0.08028184,0.2162006,0.001199285],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7274972,0.02229665,0.07606173,0.01908652,0.001879571,0.07288457,0.0008761562,0.0008921925,0.07852543],"genre_scores_gemma":[0.7580671,0.003648973,0.2159506,0.001156662,0.0001552673,0.01944933,0.0003298759,0.00008049382,0.00116156],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6946084,"threshold_uncertainty_score":0.8565759,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2630882700937278,"score_gpt":0.5153170138786615,"score_spread":0.2522287437849337,"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."}}