{"id":"W4250016942","doi":"10.1007/978-1-4419-1428-6_152","title":"Personalized Learning Systems","year":2012,"lang":"en","type":"book-chapter","venue":"","topic":"Learning Styles and Cognitive Differences","field":"Psychology","cited_by":3,"is_retracted":false,"has_abstract":false,"ca_institutions":"Athabasca University","funders":"","keywords":"Computer science; Human–computer interaction","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":[0.0001765341,0.0005407912,0.000314024,0.0006271426,0.0004778445,0.002157873,0.0008626144,0.0008220683,0.06800581],"category_scores_gemma":[0.0005637401,0.0002734731,0.0002660674,0.001109603,0.0002474335,0.00323412,0.001188045,0.0009638338,0.02836346],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004655455,"about_ca_system_score_gemma":0.0003546011,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007923322,"about_ca_topic_score_gemma":0.001382248,"domain_scores_codex":[0.9997798,0.00002383588,0.000008242567,0.00005208628,0.0001154656,0.00002057815],"domain_scores_gemma":[0.9998707,0.00002689309,0.000004848659,0.00005953709,0.0000230959,0.00001492407],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00002536845,0.00006305664,0.0001758228,0.0001715892,0.00001453573,0.00004774746,0.0001609041,0.002109553,0.00267726,0.06195783,0.1406327,0.7919636],"study_design_scores_gemma":[0.000007012001,0.00002073674,0.0005886329,0.00009294536,0.00001391315,0.0001842318,0.0000665251,0.006199339,0.002407761,0.03736531,0.9530354,0.00001820128],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"methods","genre_scores_codex":[0.007695882,0.006755717,0.2248008,0.001399674,0.001097203,0.0001822941,0.001184444,0.01033537,0.7465486],"genre_scores_gemma":[0.04397174,0.005454654,0.05295277,0.0005318151,0.0003885505,0.0001301903,0.00205392,0.0009382047,0.8935781],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.06800581,"threshold_uncertainty_score":0.227502,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04512205728016206,"score_gpt":0.2968380279987569,"score_spread":0.2517159707185949,"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."}}