{"id":"W2414914708","doi":"10.1007/s10639-016-9509-6","title":"Co-regulation and knowledge construction in an online synchronous problem based learning setting","year":2016,"lang":"en","type":"article","venue":"Education and Information Technologies","topic":"Innovative Teaching and Learning Methods","field":"Psychology","cited_by":39,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Ottawa; McGill University","funders":"","keywords":"Construct (python library); Task (project management); Discourse analysis; Educational technology; Mathematics education; Knowledge management; Computer science; Computer-mediated communication; Cooperative learning; Psychology; Data science; Teaching method; The Internet; World Wide Web; Engineering","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":[0.0007836725,0.00009911507,0.0001004571,0.0005747631,0.000159491,0.00005019121,0.00005603136,0.000155943,0.00005838124],"category_scores_gemma":[0.0003368728,0.0000776743,0.000008587781,0.0002512601,0.0001611394,0.001040627,0.00001361129,0.0002375926,0.00002041675],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006641931,"about_ca_system_score_gemma":0.00008535848,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000169205,"about_ca_topic_score_gemma":0.000004233887,"domain_scores_codex":[0.9991694,0.0002190182,0.0002901102,0.0001348731,0.00005329923,0.0001332955],"domain_scores_gemma":[0.9994317,0.0001166532,0.0002039208,0.0001193108,0.0001110739,0.00001736552],"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":[0.00001180196,0.00005245577,0.07054296,0.00002284812,0.000002814962,2.432492e-8,0.003797616,0.000007602194,0.0006117583,0.01703574,0.0001397927,0.9077746],"study_design_scores_gemma":[0.001287019,0.000342724,0.878095,0.0002608362,0.000008126488,0.00003131589,0.04489525,0.001476524,0.001576179,0.003805749,0.0678731,0.0003482133],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9645589,0.0001174191,0.02779366,0.001795839,0.0002154556,0.0002094244,0.000003402474,0.0006089256,0.004696986],"genre_scores_gemma":[0.9654465,0.00001512662,0.034169,0.00006498709,0.0000257889,0.00004319316,0.00006615962,0.000005858816,0.0001633606],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9074264,"threshold_uncertainty_score":0.3167466,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02240878658668014,"score_gpt":0.3558338653159908,"score_spread":0.3334250787293107,"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."}}