{"id":"W2031273727","doi":"10.1145/1067699.1067700","title":"Trends in online learning communities","year":2005,"lang":"en","type":"article","venue":"ACM SIGGROUP Bulletin","topic":"Online and Blended Learning","field":"Social Sciences","cited_by":22,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"","keywords":"Online learning; Synchronous learning; Context (archaeology); Learning sciences; Online participation; Social learning; Experiential learning; Set (abstract data type); The Internet; Educational technology; Active learning (machine learning); Online community; Open learning; Learning community; Computer science; Cooperative learning; Knowledge management; World Wide Web; Psychology; Mathematics education; Teaching method; Artificial intelligence; Geography","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0008618381,0.0001176077,0.0001741732,0.0002332439,0.0004266634,0.00006556389,0.0005268916,0.0001159907,0.00594958],"category_scores_gemma":[0.0004497267,0.0001231546,0.0000659322,0.0003069933,0.0001523986,0.0000989406,0.0001497652,0.0006734705,0.0004377092],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009251709,"about_ca_system_score_gemma":0.00004888463,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002571207,"about_ca_topic_score_gemma":0.02867611,"domain_scores_codex":[0.998405,0.0005246135,0.0002299278,0.0001424228,0.0002744463,0.0004235802],"domain_scores_gemma":[0.9991286,0.0004270978,0.0000789273,0.0002487128,0.00003770119,0.00007898073],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00002055403,0.0002558762,0.03057463,0.000004609861,0.00001064896,0.00001193542,0.03376808,0.0005676199,0.00005512583,0.001977582,0.009912341,0.922841],"study_design_scores_gemma":[0.0003033924,0.00004220425,0.003722893,0.00002726641,0.000004713752,6.961475e-7,0.04020401,0.0000869869,0.00001086473,0.00007190075,0.9553705,0.0001545358],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8724,0.0003531922,0.00001554854,0.06521288,0.0001168768,0.00006037811,0.0000027589,0.000213462,0.06162495],"genre_scores_gemma":[0.9629561,0.0002334557,0.007246145,0.000551528,0.0007615402,0.000006224736,0.00005555875,0.00001843918,0.02817105],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9454582,"threshold_uncertainty_score":0.9949591,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03079711580932393,"score_gpt":0.32496450914939,"score_spread":0.2941673933400661,"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."}}