{"id":"W156463760","doi":"","title":"Mining Data and Modelling Social Capital in Virtual Learning Communities","year":2005,"lang":"en","type":"article","venue":"","topic":"Complex Network Analysis Techniques","field":"Physics and Astronomy","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Saskatchewan","funders":"","keywords":"Computer science; Bayesian network; Bayesian probability; Machine learning; Social capital; Data science; Artificial intelligence; Data mining","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":[0.004848227,0.0006844837,0.0007645105,0.005231069,0.001108327,0.002717865,0.001686194,0.001672803,0.00128202],"category_scores_gemma":[0.03350218,0.0004975771,0.0006919968,0.003907797,0.001403954,0.005516636,0.002030782,0.00149388,0.0003242435],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002155906,"about_ca_system_score_gemma":0.001175975,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008512196,"about_ca_topic_score_gemma":0.008608395,"domain_scores_codex":[0.9962181,0.002238328,0.0001962148,0.0005571575,0.000604731,0.0001854677],"domain_scores_gemma":[0.9698693,0.02508996,0.002290656,0.001451527,0.0008784415,0.0004201072],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0003313361,0.0006142399,0.0772534,0.000666037,0.0003232492,0.0006569138,0.004087977,0.6466668,0.001687999,0.1090174,0.002817723,0.1558769],"study_design_scores_gemma":[0.00001620579,0.00003809627,0.004822249,0.00005937246,0.00002900135,0.00007831613,0.0005804618,0.874606,0.0007824014,0.1165421,0.002418121,0.00002777646],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.3660322,0.0006926083,0.6236262,0.002060295,0.00005017924,0.0004271256,0.001922237,0.0002851939,0.004903897],"genre_scores_gemma":[0.8723036,0.0003069071,0.1247376,0.00007635696,0.00004025676,0.0004006986,0.001322344,0.00002381745,0.0007883834],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.008512196,"threshold_uncertainty_score":0.02564019,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04936892164093756,"score_gpt":0.288744103010999,"score_spread":0.2393751813700614,"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."}}