{"id":"W3082136167","doi":"10.3389/frym.2020.00110","title":"It Is Complicated: Learning and Teaching Is Not About “Learning Styles”","year":2020,"lang":"en","type":"article","venue":"Frontiers for Young Minds","topic":"Neuroscience, Education and Cognitive Function","field":"Neuroscience","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"Brandon University; University of Victoria","funders":"Jacobs Foundation","keywords":"Learning styles; Style (visual arts); Mathematics education; Experiential learning; Active learning (machine learning); Matching (statistics); Learning theory; Simple (philosophy); Mythology; Teaching method; Psychology; Limit (mathematics); Computer science; Pedagogy; Artificial intelligence; Epistemology; Mathematics; Philosophy","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":[0.005348527,0.0006256173,0.0008264147,0.001161973,0.003682191,0.009986591,0.001201953,0.002782646,0.006050753],"category_scores_gemma":[0.01653268,0.0003740305,0.0005041171,0.001127636,0.03707891,0.01768167,0.004170894,0.00880047,0.003068876],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002132901,"about_ca_system_score_gemma":0.002552045,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003840526,"about_ca_topic_score_gemma":0.002526809,"domain_scores_codex":[0.9927232,0.002486233,0.0003424151,0.001690005,0.002357483,0.0004007517],"domain_scores_gemma":[0.9858757,0.005456456,0.001362838,0.003030499,0.002500047,0.001774565],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001552964,0.0001213164,0.01380111,0.0007292848,0.0001339377,0.0002846636,0.03651636,0.0004687474,0.002183914,0.7401527,0.0643926,0.1410601],"study_design_scores_gemma":[0.00003050034,0.0001124138,0.01093225,0.0008687177,0.00005466139,0.0009378291,0.008338763,0.0003441031,0.0008021723,0.6557417,0.321735,0.0001020222],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"commentary","genre_scores_codex":[0.07166001,0.03151612,0.09257156,0.3787517,0.01587949,0.0001322049,0.0006661957,0.0007334424,0.4080893],"genre_scores_gemma":[0.8150985,0.0141835,0.01843928,0.09537166,0.007783552,0.0002543246,0.0003819249,0.0005989528,0.04788829],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.009986591,"threshold_uncertainty_score":0.0282861,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03650220661009081,"score_gpt":0.2897503392311833,"score_spread":0.2532481326210925,"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."}}