{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.006538215,0.0002087798,0.0003977895,0.006088948,0.003100655,0.006677023,0.00149739,0.002532974,0.008825826],"category_scores_gemma":[0.02984569,0.00034531,0.0003788277,0.008231277,0.002504748,0.01396858,0.004107455,0.002816806,0.001607788],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002767767,"about_ca_system_score_gemma":0.002521373,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003421343,"about_ca_topic_score_gemma":0.004690819,"domain_scores_codex":[0.993991,0.001285669,0.0004136386,0.001275636,0.002474308,0.0005598393],"domain_scores_gemma":[0.95214,0.01838707,0.007541721,0.002910168,0.01413907,0.004881884],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0003561294,0.0003584647,0.08537277,0.001582025,0.00005052141,0.0006671335,0.04875309,0.0007797908,0.003004418,0.2606468,0.03658525,0.5618437],"study_design_scores_gemma":[0.00005119715,0.0002504064,0.06421087,0.000829507,0.0000400321,0.001986147,0.03245432,0.002995314,0.002032035,0.0456298,0.8494217,0.00009866532],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.631445,0.03460672,0.03117573,0.07073802,0.002099797,0.0005616329,0.002192721,0.0007754408,0.2264049],"genre_scores_gemma":[0.9439015,0.01187145,0.01257828,0.00384088,0.001231093,0.000233013,0.001176503,0.0002001624,0.02496708],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.008825826,"threshold_uncertainty_score":0.03457779,"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."}}