{"id":"W1978988043","doi":"10.2190/1g77-3371-k225-7840","title":"The Creation of Virtual and Face-to-Face Learning Communities: An International Collaboration Experience","year":2006,"lang":"en","type":"article","venue":"Journal of Educational Computing Research","topic":"Online and Blended Learning","field":"Social Sciences","cited_by":28,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"","keywords":"Cognitive apprenticeship; Context (archaeology); Perspective (graphical); Pedagogy; Apprenticeship; Face (sociological concept); Cognition; Virtual learning environment; Educational technology; Computer-mediated communication; Sociology; Psychology; Mathematics education; Computer science; The Internet; World Wide Web; Social science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.004257572,0.00004863445,0.00008701391,0.0002270601,0.001412808,0.0002905581,0.0004027331,0.00003771196,0.00004489246],"category_scores_gemma":[0.00171135,0.00004051187,0.00002237008,0.000474702,0.00032889,0.0004154787,0.00006894538,0.0004211455,0.000002393077],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001462369,"about_ca_system_score_gemma":0.001088914,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009735855,"about_ca_topic_score_gemma":0.0006387411,"domain_scores_codex":[0.9975404,0.0009168992,0.0003379612,0.00007356426,0.0009528228,0.0001783125],"domain_scores_gemma":[0.9950887,0.002646575,0.0002552106,0.00007492195,0.001854864,0.00007975185],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0002740365,0.0006130596,0.274193,0.00001683096,0.00005925958,0.000001574558,0.3297449,0.08279356,0.003723925,0.2191682,0.00224392,0.08716766],"study_design_scores_gemma":[0.0003167264,0.0005439922,0.08993461,0.0001557856,0.000005686307,0.00000984619,0.7925762,0.007199643,0.000256505,0.00271539,0.1061634,0.0001222217],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9854637,0.0001104729,0.0004279969,0.01020484,0.0002840651,0.00008706861,8.765136e-7,0.000003731976,0.003417241],"genre_scores_gemma":[0.996168,0.00007668696,0.001574459,0.00001262352,0.0009566525,0.000001544522,0.000006553244,0.000004967785,0.001198553],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4628313,"threshold_uncertainty_score":0.9998872,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05638741178488881,"score_gpt":0.4766121881794608,"score_spread":0.420224776394572,"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."}}