{"id":"W2153035568","doi":"10.1109/hicss.2007.39","title":"A System Dynamics Approach to Study Virtual Communities","year":2007,"lang":"en","type":"article","venue":"","topic":"Open Source Software Innovations","field":"Computer Science","cited_by":45,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Saskatchewan","funders":"","keywords":"Incentive; Computer science; Process (computing); Mechanism (biology); Dynamics (music); Human–computer interaction; Virtual community; System dynamics; World Wide Web; Artificial intelligence; The Internet; Psychology","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":[0.001202848,0.001302794,0.001130086,0.001378863,0.001242003,0.001668322,0.001752936,0.002011953,0.006218728],"category_scores_gemma":[0.003198598,0.0003982626,0.001242969,0.001207006,0.002043845,0.002376726,0.00232843,0.002573214,0.0005529078],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001515297,"about_ca_system_score_gemma":0.001657282,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005532785,"about_ca_topic_score_gemma":0.003082978,"domain_scores_codex":[0.9990834,0.0005211793,0.00002810888,0.0001315304,0.0001622368,0.00007350931],"domain_scores_gemma":[0.9985776,0.0009605341,0.000143401,0.00007940289,0.0001169622,0.0001220313],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.000017177,0.00008572084,0.001266359,0.0001687165,0.0001007034,0.0002092237,0.0003915939,0.3995195,0.0009917364,0.5899937,0.001701701,0.005553844],"study_design_scores_gemma":[0.00003930393,0.00008593427,0.0002843514,0.00005546884,0.0000212206,0.00006786663,0.0002125987,0.7284855,0.0002063033,0.25902,0.01149569,0.00002572713],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.01788082,0.001794915,0.9488592,0.003062718,0.0003205965,0.0003252597,0.000227067,0.0001484215,0.02738104],"genre_scores_gemma":[0.7414123,0.005224447,0.2326131,0.00102715,0.0006732892,0.002490939,0.000307074,0.00011402,0.0161376],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.006218728,"threshold_uncertainty_score":0.02080375,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02601104796942402,"score_gpt":0.2656780718577441,"score_spread":0.23966702388832,"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."}}