{"id":"W2205732299","doi":"","title":"Using Communities of Practice to Support Classroom Teaching","year":2005,"lang":"en","type":"article","venue":"EdMedia: World Conference on Educational Media and Technology","topic":"Online and Blended Learning","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"McGill University","funders":"","keywords":"Pedagogy; Mathematics education; Computer science; Psychology; Medical education; Sociology; Medicine","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":[0.0006054804,0.0001050734,0.0001834039,0.0006116635,0.0003590822,0.00003179515,0.000288638,0.0001186659,0.0005685513],"category_scores_gemma":[0.001757191,0.0001077178,0.00001905495,0.0004410146,0.0004419343,0.0002282403,0.00007077565,0.0005661947,0.000034653],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007488978,"about_ca_system_score_gemma":0.001274374,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002792458,"about_ca_topic_score_gemma":0.006054506,"domain_scores_codex":[0.9988772,0.0001747108,0.0002272196,0.0001559604,0.0002959369,0.0002689888],"domain_scores_gemma":[0.9981249,0.001169233,0.0001420583,0.0001741936,0.0002689126,0.000120722],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000008720846,0.0001718832,0.007172524,0.000005289593,0.00001370448,8.226638e-7,0.01092053,0.000004718739,0.0002426116,0.9259946,0.001175071,0.05428947],"study_design_scores_gemma":[0.0005556948,0.0003448915,0.00218101,0.0002949775,0.00008657047,0.00002283419,0.06393729,0.0002066194,0.0008281131,0.451506,0.4794677,0.0005683361],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.1235714,0.00008266939,0.00009131157,0.8402945,0.0007364632,0.0001673214,0.000007992798,0.00007533868,0.03497302],"genre_scores_gemma":[0.9654408,0.00009419481,0.03223521,0.0004832612,0.0007029431,0.00002028553,0.00001462773,0.000008236425,0.001000458],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8418694,"threshold_uncertainty_score":0.6225238,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06859551101234783,"score_gpt":0.3890913506283185,"score_spread":0.3204958396159707,"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."}}