{"id":"W2245570560","doi":"","title":"The orchestrated collaborative classroom: Designing and making sense of heterogeneous ecologies of teaching and learning resources","year":2015,"lang":"en","type":"article","venue":"Computer Supported Collaborative Learning","topic":"Innovative Teaching and Learning Methods","field":"Psychology","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Computer science; Collaborative learning; Human–computer interaction; Multimedia; Knowledge management","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.008142477,0.0004067423,0.0007321634,0.0003185621,0.001161069,0.0001868934,0.0002233931,0.0002476077,0.00001438507],"category_scores_gemma":[0.003081467,0.0003308303,0.00005119664,0.001104446,0.0008173838,0.0001777403,0.0002751753,0.002277787,0.000002898904],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006572706,"about_ca_system_score_gemma":0.0002530703,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006168575,"about_ca_topic_score_gemma":0.00001350911,"domain_scores_codex":[0.98399,0.0136733,0.0008197196,0.0006208453,0.0003529242,0.0005432661],"domain_scores_gemma":[0.9925397,0.004620766,0.001229993,0.0002880495,0.00119858,0.0001228865],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.001939776,0.0002240917,0.2274353,0.0001685739,0.001720523,0.0003319637,0.4833781,0.03493233,0.01266394,0.008226122,0.001233112,0.2277462],"study_design_scores_gemma":[0.01062694,0.01844827,0.178765,0.001380747,0.0006043452,0.000811385,0.5777432,0.07692423,0.007381397,0.002010804,0.1222089,0.003094727],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.949927,0.001668219,0.04276114,0.0002060224,0.0003288459,0.0004164489,0.000005743956,0.0001902603,0.004496374],"genre_scores_gemma":[0.9442646,0.00002101373,0.05478774,0.00005250941,0.0001098921,0.00002451392,0.00001118486,0.00005358399,0.0006749694],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2246515,"threshold_uncertainty_score":0.9999143,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.040630290599279,"score_gpt":0.3450545827381498,"score_spread":0.3044242921388708,"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."}}