{"id":"W2783670405","doi":"10.4018/978-1-4666-5888-2.ch671","title":"Virtual Communities of Practice","year":2014,"lang":"en","type":"book-chapter","venue":"Advances in information quality and management","topic":"Knowledge Management and Sharing","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université du Québec","funders":"","keywords":"Computer science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002088129,0.0001207599,0.0002237703,0.0002543683,0.0001834535,0.00006808453,0.0002236907,0.0000877319,0.0001034086],"category_scores_gemma":[0.00008500725,0.0001327528,0.00003759368,0.00004508928,0.0002597594,0.001829375,0.0002183099,0.0001429876,0.0000405192],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005822061,"about_ca_system_score_gemma":0.00001136421,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002276495,"about_ca_topic_score_gemma":0.001922867,"domain_scores_codex":[0.99875,0.0001018327,0.0005731714,0.00007081376,0.0003740733,0.0001301672],"domain_scores_gemma":[0.9989505,0.0002247069,0.0005029994,0.0001910689,0.0001013053,0.00002937745],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001419982,0.000005191052,0.00001928924,0.0003345855,0.00001918206,2.078714e-7,0.01177728,0.00003896072,2.842783e-9,0.7967564,0.0001873542,0.1908473],"study_design_scores_gemma":[0.0002106883,0.0000227603,0.00006730226,0.0002200528,0.00002999676,5.350458e-8,0.02428297,0.00002050288,1.298916e-7,0.02605211,0.9489485,0.0001449245],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.00001544787,0.0005621496,0.004853386,0.0003054741,0.0002371648,0.0003528312,0.000005552728,0.00003034947,0.9936376],"genre_scores_gemma":[0.07745181,0.2679399,0.003949953,0.003590254,0.0002681229,0.0001088855,0.0003021763,0.00003198198,0.6463569],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.9487612,"threshold_uncertainty_score":0.5413501,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0439798292063687,"score_gpt":0.3597340305774069,"score_spread":0.3157542013710382,"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."}}