{"id":"W1993018231","doi":"10.1007/bf02763441","title":"Knowledge building community: Keys for using online forums","year":2004,"lang":"en","type":"article","venue":"TechTrends","topic":"Innovative Teaching and Learning Methods","field":"Psychology","cited_by":34,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Knowledge building; Educational technology; Learning community; Collaborative learning; Class (philosophy); Knowledge management; Online learning; Blended learning; Knowledge sharing; Online community; Computer science; Community building; Sociology; World Wide Web; Public relations; Pedagogy; Political 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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002273545,0.0001927092,0.0002614564,0.0003229281,0.0006095587,0.00002416435,0.0003248112,0.0001700677,0.0001175852],"category_scores_gemma":[0.0002690899,0.0001879501,0.0001083513,0.0005263158,0.0000988662,0.00005468533,0.00008911101,0.0009819949,0.00002454265],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001456836,"about_ca_system_score_gemma":0.00004335045,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005550463,"about_ca_topic_score_gemma":0.00004404312,"domain_scores_codex":[0.998381,0.000592871,0.0002761301,0.0002228971,0.00007884657,0.0004483136],"domain_scores_gemma":[0.9988545,0.0003717242,0.000127547,0.0005031972,0.00009390304,0.00004916166],"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":[0.0001411949,0.001667473,0.002251336,0.00007864104,0.0002594851,0.000009564063,0.01789244,0.0003704489,0.02341032,0.3959163,0.001296161,0.5567066],"study_design_scores_gemma":[0.01732701,0.003405303,0.05431858,0.000988888,0.0004616595,0.0003593071,0.01449925,0.002660053,0.01282234,0.1206593,0.7695017,0.002996504],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.614397,0.0001878254,0.3676268,0.0002248732,0.0006631938,0.0001116228,0.00002290969,0.0003778561,0.01638788],"genre_scores_gemma":[0.801305,3.083439e-7,0.1963923,0.000183793,0.0002851016,0.00001951301,0.00004206158,0.00005096263,0.001720913],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7682056,"threshold_uncertainty_score":0.7664381,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2405930599447724,"score_gpt":0.5097504332559644,"score_spread":0.269157373311192,"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."}}