{"id":"W4404249239","doi":"10.54337/nlc.v5.9505","title":"Symposium 6: Collaborative Learning","year":2006,"lang":"en","type":"article","venue":"Proceedings of the International Conference on Networked Learning","topic":"Innovative Teaching and Learning Methods","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Athabasca University","funders":"","keywords":"Collaborative learning; Computer science; Mathematics education; Psychology","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":[0.01637643,0.001924368,0.00143416,0.002916576,0.005605596,0.01693524,0.004564248,0.007170915,0.1710594],"category_scores_gemma":[0.01840464,0.0007798705,0.002025272,0.003105487,0.002541424,0.0126234,0.0162972,0.00551548,0.07156625],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003415009,"about_ca_system_score_gemma":0.00695661,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001918364,"about_ca_topic_score_gemma":0.0023731,"domain_scores_codex":[0.9847231,0.00638843,0.0008074207,0.002402778,0.004265064,0.001413274],"domain_scores_gemma":[0.98535,0.002494953,0.000585201,0.003089132,0.003368246,0.005112408],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0003011773,0.0004513261,0.0008347404,0.001044673,0.00007916088,0.0002337519,0.004303396,0.001271818,0.001122095,0.119055,0.4892558,0.382047],"study_design_scores_gemma":[0.00003552564,0.0001275663,0.0004027628,0.0005363662,0.00001466926,0.0001590281,0.001179215,0.0009773966,0.000560189,0.031942,0.9640365,0.00002880946],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.005414857,0.02042108,0.06834134,0.04964086,0.03190847,0.000909546,0.001058113,0.003070979,0.8192347],"genre_scores_gemma":[0.1046279,0.01599759,0.06688712,0.009112677,0.0159614,0.001882767,0.004100773,0.001659553,0.7797701],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.1710594,"threshold_uncertainty_score":0.5722508,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02868421283627207,"score_gpt":0.3257254262407941,"score_spread":0.2970412134045221,"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."}}