{"id":"W2022700045","doi":"10.1145/1067699.1067705","title":"Using technology to transform communities of practice into knowledge-building communities","year":2005,"lang":"en","type":"article","venue":"ACM SIGGROUP Bulletin","topic":"Innovative Teaching and Learning Methods","field":"Psychology","cited_by":159,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"University of Waterloo","keywords":"Knowledge management; Community of practice; Knowledge building; Value (mathematics); Collective intelligence; Online community; Learning community; Cognition; Community building; Sociology; Computer science; Psychology; Public relations; World Wide Web; Political science; Pedagogy","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.003750149,0.0002719384,0.0004572439,0.0006977156,0.0005059937,0.00003134038,0.001152702,0.0002757306,0.001197683],"category_scores_gemma":[0.001071978,0.0002829653,0.00008330643,0.0005710127,0.0004146999,0.00008801146,0.0003671236,0.001348538,0.0003072825],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001317341,"about_ca_system_score_gemma":0.00003782256,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002832656,"about_ca_topic_score_gemma":0.0002560304,"domain_scores_codex":[0.9964235,0.0021849,0.0005734926,0.0001879369,0.0001666213,0.0004634964],"domain_scores_gemma":[0.9953408,0.002795061,0.0002586861,0.001210737,0.0003365256,0.00005820297],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0004381822,0.0009277681,0.002668727,0.00009988922,0.0003724688,0.000008751482,0.5674766,0.000328248,0.02073367,0.07132228,0.00647026,0.3291531],"study_design_scores_gemma":[0.0007213713,0.0004074433,0.0003892767,0.0002098952,0.00006386764,0.00006913669,0.1269646,0.00006203631,0.003777116,0.001140801,0.8658234,0.000371064],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8464515,0.001099274,0.07748105,0.0202718,0.0005452297,0.0003643774,0.000005713386,0.0003628078,0.05341823],"genre_scores_gemma":[0.679792,0.000009531785,0.3183817,0.000827548,0.0001323933,0.00003145246,0.000005416176,0.00004528914,0.000774605],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8593531,"threshold_uncertainty_score":0.9999623,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07088614853138762,"score_gpt":0.4529346249665147,"score_spread":0.3820484764351271,"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."}}