{"id":"W2189259767","doi":"","title":"Scripting Collaborative Learning in Smart Classrooms: Towards Building Knowledge Communities","year":2011,"lang":"en","type":"article","venue":"Computer Supported Collaborative Learning","topic":"Innovative Teaching and Learning Methods","field":"Psychology","cited_by":16,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Scripting language; Context (archaeology); Mathematics education; Collaborative learning; Curriculum; Computer science; Domain (mathematical analysis); Design-based research; Pedagogy; Knowledge management; Psychology; Mathematics; Programming language","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":[0.005015797,0.0004352937,0.0004492508,0.001007495,0.001350595,0.003025851,0.00143266,0.001148456,0.001780771],"category_scores_gemma":[0.01619236,0.0004058865,0.0004627703,0.0006864161,0.004126668,0.005867669,0.00426954,0.0009460913,0.0005273877],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006657851,"about_ca_system_score_gemma":0.001295858,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005710087,"about_ca_topic_score_gemma":0.0009130477,"domain_scores_codex":[0.9947445,0.003350451,0.0002249119,0.000868299,0.0006343682,0.0001773438],"domain_scores_gemma":[0.9777896,0.01349772,0.00190263,0.004746309,0.0008730998,0.001190692],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0004535857,0.002077009,0.03459465,0.001574367,0.0001102931,0.0007023498,0.1753707,0.01774543,0.06059472,0.0679859,0.001975844,0.6368151],"study_design_scores_gemma":[0.0008149138,0.004152704,0.04305405,0.001173793,0.0002518086,0.004027165,0.09826802,0.1847848,0.1368755,0.3013025,0.2247441,0.0005506962],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.4938501,0.0002802578,0.4939698,0.0005211703,0.00004309812,0.0007281351,0.00005952199,0.0008787485,0.009669037],"genre_scores_gemma":[0.6142465,0.0001616248,0.3835224,0.00008369803,0.00001695622,0.0005041513,0.00008804331,0.00007691234,0.001299634],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.005015797,"threshold_uncertainty_score":0.02652633,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06694440307588019,"score_gpt":0.3553828072979619,"score_spread":0.2884384042220817,"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."}}