{"id":"W2387897649","doi":"10.1016/j.chb.2015.05.006","title":"Promoting and researching adaptive regulation: New Frontiers for CSCL research","year":2015,"lang":"en","type":"article","venue":"Computers in Human Behavior","topic":"Innovative Teaching and Learning Methods","field":"Psychology","cited_by":12,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Victoria","funders":"","keywords":"Collaborative learning; Computer-supported collaborative learning; Knowledge management; Empirical research; Computer science","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":[0.01955115,0.0008670614,0.001245162,0.002851919,0.001654125,0.01508222,0.002114693,0.003472254,0.004783473],"category_scores_gemma":[0.03145541,0.0003537635,0.0005959178,0.002553862,0.01643542,0.01889859,0.004428027,0.004551413,0.0006528532],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003193767,"about_ca_system_score_gemma":0.008252679,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001611538,"about_ca_topic_score_gemma":0.001751294,"domain_scores_codex":[0.9903718,0.006613878,0.0002755055,0.0007211878,0.001744162,0.0002734645],"domain_scores_gemma":[0.9153759,0.06811768,0.002196685,0.008958859,0.003126596,0.00222434],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0000557376,0.0008212023,0.004525823,0.001284907,0.0000561611,0.00005147826,0.0180899,0.0008454777,0.001801628,0.6784111,0.005115634,0.2889409],"study_design_scores_gemma":[0.00009123843,0.0002731144,0.004959161,0.001214013,0.00005207635,0.0001051784,0.01029278,0.004156082,0.002022269,0.9031568,0.07360588,0.00007135977],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.09003842,0.06312966,0.4977541,0.157175,0.002393066,0.0006951039,0.0002383929,0.001090541,0.1874856],"genre_scores_gemma":[0.7190014,0.03574108,0.2276315,0.006547087,0.002436398,0.00100966,0.0001762922,0.0002525252,0.007203998],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01955115,"threshold_uncertainty_score":0.1033975,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.4389419904743858,"score_gpt":0.5318655890731089,"score_spread":0.09292359859872312,"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."}}