{"id":"W1590760270","doi":"","title":"Concept Maps and Learning Styles","year":2008,"lang":"en","type":"article","venue":"EdMedia: World Conference on Educational Media and Technology","topic":"Educational Assessment and Pedagogy","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Saint Paul University; University of Ottawa; Université du Québec en Outaouais","funders":"","keywords":"Computer science; Artificial intelligence","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":[0.002137497,0.0003928727,0.0001843831,0.004013498,0.0005926233,0.00615047,0.0005814593,0.0005774752,0.0131548],"category_scores_gemma":[0.0293984,0.0002698386,0.0004857187,0.002966997,0.001421332,0.00564705,0.001580949,0.001136974,0.001095517],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007827083,"about_ca_system_score_gemma":0.000578095,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001070531,"about_ca_topic_score_gemma":0.000746931,"domain_scores_codex":[0.9982173,0.0007028477,0.00009706659,0.0002236063,0.0006311737,0.0001279281],"domain_scores_gemma":[0.9768307,0.01733789,0.001262307,0.001143545,0.002368449,0.001057162],"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":[0.0006561746,0.0004816458,0.08580994,0.0003476985,0.0001628218,0.0004781866,0.03931438,0.003320724,0.003520539,0.4135705,0.005422597,0.4469149],"study_design_scores_gemma":[0.0001264377,0.0003354791,0.1081328,0.0002806999,0.0001380039,0.001166372,0.04040217,0.01565563,0.003350924,0.7959101,0.03437163,0.000129699],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6775373,0.001637334,0.1043944,0.001570546,0.0002067827,0.0002432517,0.0008646726,0.0004471358,0.2130985],"genre_scores_gemma":[0.9776648,0.0002935348,0.01140626,0.00003645303,0.00003257523,0.0001153975,0.0002393053,0.0000642636,0.01014736],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0131548,"threshold_uncertainty_score":0.04400718,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06251627563771833,"score_gpt":0.3429795318781382,"score_spread":0.2804632562404199,"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."}}