{"id":"W2292165329","doi":"10.19173/irrodl.v17i2.2066","title":"Evaluation of Intelligent Grouping Based on Learners’ Collaboration Competence Level in Online Collaborative Learning Environment","year":2016,"lang":"en","type":"article","venue":"The International Review of Research in Open and Distributed Learning","topic":"Innovative Teaching and Learning Methods","field":"Psychology","cited_by":13,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"National Commission for Science and Technology","keywords":"Collaborative learning; Dynamism; Competence (human resources); Computer science; Knowledge management; Distance education; Multimedia; Mathematics education; Psychology; Social psychology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch"],"consensus_categories":["metaresearch"],"category_scores_codex":[0.04194094,0.0001317838,0.0003300183,0.0003573356,0.0001238001,0.00004042459,0.0005777074,0.00006199101,0.0006241621],"category_scores_gemma":[0.01131974,0.00008654262,0.00003322478,0.001004769,0.0002813704,0.0001305918,0.0002275887,0.0009048612,0.00001436471],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000477223,"about_ca_system_score_gemma":0.0003074741,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003434487,"about_ca_topic_score_gemma":0.00003735101,"domain_scores_codex":[0.986317,0.01098545,0.0006681219,0.000361247,0.001420474,0.0002477117],"domain_scores_gemma":[0.9952628,0.003091139,0.0004270131,0.0002237022,0.0009581574,0.00003717182],"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":[0.001263399,0.001201827,0.2183785,0.000569744,0.0001703654,0.00001457283,0.005046215,0.03923301,0.003997477,0.02630815,0.0003900176,0.7034267],"study_design_scores_gemma":[0.01166811,0.00297617,0.6827316,0.06715657,0.0001056856,0.00001153826,0.07485493,0.1002875,0.001788575,0.003720103,0.05388501,0.0008141152],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9218735,0.009780983,0.02613734,0.02155207,0.0003281565,0.003282622,0.0002058093,0.00002501608,0.0168145],"genre_scores_gemma":[0.9962389,0.002448206,0.0006952413,0.00008357138,0.00002707869,0.0001132884,0.0001370209,0.00001218093,0.000244553],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7026126,"threshold_uncertainty_score":0.9970083,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2846741351179455,"score_gpt":0.5357171146411657,"score_spread":0.2510429795232202,"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."}}