{"id":"W2281890736","doi":"10.14288/1.0098718","title":"The use of hypermedia in cooperative learning groups composed of students with heterogeneous learning styles","year":2010,"lang":"en","type":"article","venue":"cIRcle (University of British Columbia)","topic":"Open Education and E-Learning","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Hypermedia; Computer science; Collaborative learning; Experiential learning; Learning styles; Educational technology; Cooperative learning; Mathematics education; Knowledge management; Psychology; Human–computer interaction; Multimedia; Teaching method","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003368244,0.00004841849,0.0002399577,0.00005785114,0.0003417314,0.0002197317,0.0007873464,0.00005183806,0.00001874714],"category_scores_gemma":[0.0001224709,0.0001069355,0.00004995956,0.0004013012,0.0003503334,0.0005207526,0.0002908326,0.000451736,0.000003899479],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002448394,"about_ca_system_score_gemma":0.0001060398,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.01604142,"about_ca_topic_score_gemma":0.1371996,"domain_scores_codex":[0.9988093,0.0002265212,0.000149504,0.0002685105,0.0003492376,0.0001968813],"domain_scores_gemma":[0.9988862,0.0002620087,0.0002586102,0.0002190309,0.0002997585,0.00007440309],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00003928447,0.0003799679,0.828818,0.00004546224,0.00008381541,0.00007672858,0.006222737,0.009295603,0.004684328,0.00006356795,0.0001135079,0.150177],"study_design_scores_gemma":[0.0007928457,0.0002245916,0.9834359,0.0001000778,0.000009088607,0.00003166845,0.008549321,0.00618328,0.0000239644,0.000004713952,0.0005215295,0.0001230263],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9986742,0.00001875263,0.0007011914,0.0000593506,0.000087407,0.0001674671,0.000002652341,0.00002805689,0.0002609964],"genre_scores_gemma":[0.9974833,0.00005725191,0.001919197,0.0000102518,0.000007559418,4.988623e-7,0.00000459189,0.000008018392,0.0005093556],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1546179,"threshold_uncertainty_score":0.9905108,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01235112251769343,"score_gpt":0.2000969998177168,"score_spread":0.1877458773000233,"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."}}