{"id":"W2728984491","doi":"10.2139/ssrn.3477754","title":"Knowledge and Learning in Online Communities in Development: A Social Capital Perspective","year":2003,"lang":"en","type":"article","venue":"SSRN Electronic Journal","topic":"Social Capital and Networks","field":"Social Sciences","cited_by":25,"is_retracted":false,"has_abstract":false,"ca_institutions":"Athena Sustainable Materials Institute","funders":"","keywords":"Perspective (graphical); Social capital; Sociology; Knowledge management; Political science; Computer science; Social science; Artificial intelligence","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":["research_integrity"],"consensus_categories":[],"category_scores_codex":[0.002905263,0.00009903979,0.0001620326,0.0001442007,0.001020888,0.00005522399,0.0001264111,0.0001111257,0.00002987066],"category_scores_gemma":[0.0001695856,0.0001036755,0.00003638263,0.0003333429,0.0002036602,0.000180639,0.00002573551,0.002623164,0.000004253762],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002087955,"about_ca_system_score_gemma":0.003005252,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003175356,"about_ca_topic_score_gemma":0.4481459,"domain_scores_codex":[0.9973242,0.0008526122,0.0001884846,0.00009512839,0.000154869,0.001384754],"domain_scores_gemma":[0.999644,0.0001411565,0.00006642093,0.00002297172,0.00007262322,0.00005285541],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00001456827,0.0000964814,0.01452307,0.000001339514,0.00001790846,0.000002397334,0.5405974,0.000003517353,0.000001941057,0.4329006,0.000005675682,0.011835],"study_design_scores_gemma":[0.0005314521,0.0000534484,0.01079481,0.00001779793,0.000003446768,0.0000119033,0.8445026,0.000005627714,0.000001009221,0.1401302,0.003814338,0.0001334331],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9715161,0.01165628,0.00001750412,0.0003834858,0.00008228288,0.00007547314,2.617027e-7,0.00001665506,0.01625191],"genre_scores_gemma":[0.9940454,0.004467607,0.00002805533,0.00002590507,0.0002093272,0.000003974542,0.00000153898,0.00001008866,0.001208119],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4449705,"threshold_uncertainty_score":0.9996778,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01858157147468417,"score_gpt":0.2978343996619491,"score_spread":0.279252828187265,"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."}}