{"id":"W4391547036","doi":"10.23977/aetp.2024.080115","title":"Dilemmas and Improvement Strategies for Learners' Collaborative Learning in Online Education","year":2024,"lang":"en","type":"article","venue":"Advances in Educational Technology and Psychology","topic":"Education and Learning Interventions","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Mathematics education; Online learning; Collaborative learning; Psychology; Pedagogy; Computer science; Multimedia","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.03662293,0.001440644,0.0007425497,0.002591561,0.003769204,0.007554459,0.003400862,0.004394935,0.001769589],"category_scores_gemma":[0.06812789,0.0004449689,0.0008711432,0.00111224,0.005422629,0.009662607,0.005545319,0.003076592,0.0002928293],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00348065,"about_ca_system_score_gemma":0.0064572,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008897544,"about_ca_topic_score_gemma":0.001038757,"domain_scores_codex":[0.9438506,0.04177817,0.002773869,0.003070139,0.006747557,0.001779723],"domain_scores_gemma":[0.9549507,0.03134476,0.004462036,0.001888338,0.00479433,0.002559819],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"qualitative","study_design_scores_codex":[0.0005037677,0.003474817,0.01577308,0.003087284,0.0001801551,0.0008040997,0.07808372,0.003651438,0.00348801,0.1973207,0.009349084,0.6842838],"study_design_scores_gemma":[0.001083984,0.004031456,0.02406403,0.0073536,0.0006328924,0.003787907,0.2070162,0.09432361,0.01510147,0.5109096,0.1310938,0.0006014255],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.4204296,0.01658651,0.4111519,0.07490115,0.001186839,0.006225085,0.00006495055,0.0009728101,0.06848111],"genre_scores_gemma":[0.7654296,0.002224213,0.226016,0.001218717,0.0001293485,0.002093282,0.00003263388,0.00003951653,0.00281657],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03662293,"threshold_uncertainty_score":0.1936828,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01508783967591302,"score_gpt":0.3971992802742313,"score_spread":0.3821114405983183,"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."}}