{"id":"W2731262757","doi":"10.18260/1-2--9160","title":"The Effect Of Hypermedia Instruction On Achievement And Attitudes Of Students With Different Learning Styles","year":2020,"lang":"en","type":"article","venue":"","topic":"Learning Styles and Cognitive Differences","field":"Psychology","cited_by":40,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto Metropolitan University","funders":"","keywords":"Hypermedia; Computer science; Session (web analytics); Experiential learning; Learning styles; Teamwork; Multimedia; Active learning (machine learning); Empirical research; Collaborative learning; Mathematics education; Knowledge management; Psychology; World Wide Web; Artificial intelligence","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.001001653,0.0003210075,0.0003684649,0.0004722216,0.000356119,0.001045089,0.0003928205,0.0004601504,0.006320105],"category_scores_gemma":[0.004934015,0.000127382,0.0006827833,0.0003204382,0.0002478791,0.0002896092,0.0007829973,0.00112242,0.001073231],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000303076,"about_ca_system_score_gemma":0.0003248847,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009380101,"about_ca_topic_score_gemma":0.0009285348,"domain_scores_codex":[0.999163,0.0002466131,0.00005578112,0.0001028758,0.0002876948,0.000144137],"domain_scores_gemma":[0.9930874,0.002581399,0.001027995,0.0003003177,0.0006961803,0.002306701],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.008413514,0.02992697,0.7399055,0.0002761018,0.0003680127,0.0002725481,0.006233401,0.0007432565,0.0174698,0.0002806943,0.001897013,0.1942132],"study_design_scores_gemma":[0.0000726361,0.007142155,0.9850842,0.00002755806,0.00007593657,0.00003589289,0.001717143,0.0005727057,0.004498971,0.00008605701,0.0006674906,0.00001908202],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9989001,0.00002929814,0.00003702234,0.0000496296,0.000009694609,0.000008140736,0.00001977261,0.000007682792,0.0009386598],"genre_scores_gemma":[0.9985624,0.00002982821,0.00009472753,0.00002041839,0.000006854504,0.00001930479,0.00003389631,0.000002309944,0.001230166],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.006320105,"threshold_uncertainty_score":0.0211429,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01215112343644677,"score_gpt":0.2927674109688577,"score_spread":0.280616287532411,"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."}}