{"id":"W7006689489","doi":"","title":"Virtual Communities of Practice: Design for Collaboration and Knowledge Creation","year":2004,"lang":"en","type":"article","venue":"NPARC","topic":"Innovative Approaches in Technology and Social Development","field":"Business, Management and Accounting","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"National Research Council Canada","keywords":"Knowledge sharing; Virtual community; Knowledge creation; Incentive; Value (mathematics); Community of practice; Knowledge engineering; Knowledge integration; Collaborative engineering; Online community","routes":{"ca_aff":false,"ca_fund":true,"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":[],"consensus_categories":[],"category_scores_codex":[0.008703946,0.0007360475,0.0005514859,0.001490257,0.003399967,0.007646916,0.002377974,0.002314354,0.0082984],"category_scores_gemma":[0.01323729,0.0008006716,0.0008328005,0.001106023,0.007494848,0.006734469,0.007178333,0.001681821,0.001620484],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00164642,"about_ca_system_score_gemma":0.002682921,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006627764,"about_ca_topic_score_gemma":0.0009419794,"domain_scores_codex":[0.9892615,0.008453369,0.0003412045,0.0006676593,0.0009453945,0.0003309324],"domain_scores_gemma":[0.9929417,0.004160857,0.0004253689,0.001087531,0.0005283831,0.0008560548],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0001568213,0.0003180795,0.001629033,0.001371229,0.00006664951,0.0004821801,0.0309031,0.005910039,0.003494329,0.8057705,0.00949272,0.1404053],"study_design_scores_gemma":[0.000352561,0.0005054916,0.0006407834,0.0007544465,0.000099713,0.001143332,0.008955093,0.01911832,0.002648018,0.4632433,0.5024363,0.0001026191],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.01869258,0.001441775,0.919686,0.002726409,0.0003684463,0.001782625,0.00008324254,0.0007881298,0.05443082],"genre_scores_gemma":[0.221939,0.0008168339,0.7581,0.0004183987,0.00008989326,0.004984131,0.0001184983,0.0002102865,0.01332298],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.008703946,"threshold_uncertainty_score":0.04603142,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03605340797729103,"score_gpt":0.2900708554180641,"score_spread":0.2540174474407731,"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."}}