{"id":"W1532824998","doi":"","title":"Analysis of Interactions Patterns in Video-Mediated Virtual Communities to Model Social Capital","year":2005,"lang":"en","type":"article","venue":"EdMedia: World Conference on Educational Media and Technology","topic":"Knowledge Management and Sharing","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Saskatchewan","funders":"","keywords":"Social capital; Computer science; Business; Sociology; Social science","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":[0.001063259,0.000198222,0.0002353511,0.001564483,0.0005765807,0.001020875,0.0007088999,0.0005344067,0.002068582],"category_scores_gemma":[0.008047796,0.0001301996,0.0003224454,0.001482945,0.0004941466,0.001268055,0.000457417,0.0003936369,0.000214382],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009404334,"about_ca_system_score_gemma":0.0004027969,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01140156,"about_ca_topic_score_gemma":0.009150139,"domain_scores_codex":[0.9994042,0.0003381672,0.00002246832,0.0000714697,0.00009841837,0.00006522476],"domain_scores_gemma":[0.9916317,0.006710098,0.000474916,0.0003378035,0.0005707093,0.0002746723],"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":[0.001893883,0.001880654,0.2699817,0.000351417,0.0005390797,0.001058842,0.007639497,0.4335163,0.01759218,0.1026118,0.003539262,0.1593954],"study_design_scores_gemma":[0.0000233029,0.0001222462,0.02657579,0.0000123383,0.00003490979,0.00007483189,0.0009142713,0.9599813,0.001148394,0.01037341,0.0007243184,0.00001502653],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9601473,0.00008424014,0.03580459,0.0001160153,0.000008712155,0.00009154162,0.000210028,0.00005297816,0.003484734],"genre_scores_gemma":[0.9941441,0.00001860318,0.005069152,0.000005711347,0.000003164566,0.00004283874,0.00009227278,0.000004558536,0.0006196239],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01140156,"threshold_uncertainty_score":0.02267039,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05398030082353847,"score_gpt":0.3317309499221596,"score_spread":0.2777506490986211,"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."}}