{"id":"W4416940319","doi":"10.70838/pemj.490809","title":"Differentiated Instruction based on Pupils' Learning Style Preferences: The Effects on their Numeracy Level","year":2025,"lang":"","type":"article","venue":"Psychology and Education A Multidisciplinary Journal","topic":"Learning Styles and Cognitive Differences","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Numeracy; Curriculum; Intervention (counseling); Quarter (Canadian coin); Style (visual arts); Response to intervention; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005187115,0.0002955221,0.0004242395,0.000332084,0.0001833703,0.0002747382,0.000234521,0.0002791313,0.001179716],"category_scores_gemma":[0.001759503,0.00008818772,0.0003585513,0.0001759803,0.0001548141,0.0001563631,0.0005623874,0.0003447376,0.0002030963],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001641955,"about_ca_system_score_gemma":0.0002871129,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008680372,"about_ca_topic_score_gemma":0.001818092,"domain_scores_codex":[0.9995412,0.0001186625,0.00005526405,0.00008156475,0.0001260726,0.0000772518],"domain_scores_gemma":[0.9990717,0.000300509,0.0001699407,0.00006931892,0.0001153802,0.0002730303],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.01256547,0.03086654,0.2412368,0.001714111,0.0003959807,0.001012919,0.007386168,0.0009596137,0.1225812,0.0002873712,0.000678141,0.5803156],"study_design_scores_gemma":[0.0003774819,0.0322106,0.939965,0.0001327301,0.00021193,0.0002901955,0.001696908,0.0004587985,0.02104088,0.0001294113,0.003447121,0.00003896627],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9993342,0.00009105315,0.0001079976,0.0000155307,0.000004575365,0.00002164237,0.00001417587,0.000006197668,0.0004047179],"genre_scores_gemma":[0.9973927,0.0001654274,0.001237999,0.00001658131,0.00000506015,0.00004159218,0.00003829594,0.000002535613,0.001099821],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001179716,"threshold_uncertainty_score":0.003946602,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03094533940763495,"score_gpt":0.3642819607716938,"score_spread":0.3333366213640589,"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."}}