{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.007142299,0.0005080032,0.0003480483,0.002233267,0.00448258,0.005777605,0.002589262,0.002647753,0.006695882],"category_scores_gemma":[0.0349017,0.0005080572,0.00046162,0.001016373,0.00231583,0.007746119,0.00855704,0.001860121,0.001905656],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001373113,"about_ca_system_score_gemma":0.004217778,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001667902,"about_ca_topic_score_gemma":0.003647629,"domain_scores_codex":[0.9922215,0.005014183,0.0002582216,0.000982168,0.001085908,0.0004380114],"domain_scores_gemma":[0.9554018,0.02440842,0.003060799,0.006331408,0.003813195,0.006984351],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"qualitative","study_design_scores_codex":[0.0004207228,0.003744421,0.02380069,0.0006428249,0.0001315407,0.0009555318,0.07950833,0.002944837,0.01049713,0.05142447,0.015254,0.8106754],"study_design_scores_gemma":[0.001586567,0.004412664,0.02615993,0.002422942,0.0003450708,0.002856093,0.1132544,0.05869097,0.01374225,0.2682479,0.5078909,0.0003902955],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5997646,0.001236077,0.2608918,0.01073303,0.0007622977,0.001582203,0.0001163263,0.003083289,0.1218304],"genre_scores_gemma":[0.8919578,0.0002429344,0.0946117,0.0003442595,0.00008030241,0.000521116,0.0001001549,0.0001548487,0.01198686],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.007142299,"threshold_uncertainty_score":0.0377726,"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."}}