{"id":"W1562399516","doi":"10.28945/115","title":"Towards a Typology of Virtual Communities of Practice","year":2006,"lang":"en","type":"article","venue":"Interdisciplinary Journal of Information Knowledge and Management","topic":"Knowledge Management and Sharing","field":"Social Sciences","cited_by":328,"is_retracted":false,"has_abstract":true,"ca_institutions":"HEC Montréal","funders":"","keywords":"Typology; Structuring; Personality psychology; Diversity (politics); Sociology; Psychology; Knowledge management; Computer science; Social psychology; Political science; Personality; Anthropology","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.007013273,0.0006434234,0.0006843752,0.009262604,0.005717733,0.01769658,0.002381777,0.00475295,0.004897131],"category_scores_gemma":[0.01809704,0.0004264334,0.0009871639,0.008427493,0.02124098,0.02316374,0.006360014,0.003032275,0.0006499868],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005251351,"about_ca_system_score_gemma":0.00535079,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004664064,"about_ca_topic_score_gemma":0.003549312,"domain_scores_codex":[0.9870436,0.00797508,0.0009405683,0.001150233,0.002078733,0.0008117118],"domain_scores_gemma":[0.9838998,0.008618658,0.001873366,0.002082167,0.002172483,0.001353521],"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":[0.000007600319,0.00001581359,0.001256279,0.000060013,0.000005751972,0.0001136218,0.008553973,0.0003114923,0.00005365502,0.9791657,0.001461455,0.008994658],"study_design_scores_gemma":[0.00002126046,0.0000306252,0.001409164,0.0003570778,0.00001234091,0.0005072992,0.0199489,0.003864184,0.00007182541,0.8838723,0.08987772,0.00002716002],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.09053958,0.01160629,0.4413076,0.03632685,0.001471346,0.001258267,0.0005238969,0.0004216937,0.4165445],"genre_scores_gemma":[0.8713464,0.004538234,0.109569,0.001828791,0.0004235187,0.001971861,0.0004267985,0.0001282515,0.009767172],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01769658,"threshold_uncertainty_score":0.03810138,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01434771468769404,"score_gpt":0.3277679796156807,"score_spread":0.3134202649279866,"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."}}