{"id":"W4412870767","doi":"10.24908/pceea.2025.19685","title":"Empowering Engineering Students: A Targeted Strategy to Strengthen Mathematical Foundations Through Adaptive Learning Tools","year":2025,"lang":"en","type":"article","venue":"Proceedings of the Canadian Engineering Education Association (CEEA)","topic":"Problem and Project Based Learning","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Sherbrooke","funders":"Université de Sherbrooke","keywords":"Mathematics education; Computer science; Engineering ethics; Management science; Engineering; Engineering management; Knowledge management; Psychology","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":true,"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":[0.001825313,0.0004193358,0.0001926216,0.0008236192,0.0009781874,0.001655042,0.001290035,0.0006075091,0.005573164],"category_scores_gemma":[0.00312086,0.0001293102,0.0002837475,0.0003935086,0.0006978865,0.001088848,0.003676411,0.0008673485,0.001324135],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001034646,"about_ca_system_score_gemma":0.006990926,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003522404,"about_ca_topic_score_gemma":0.01019439,"domain_scores_codex":[0.9991758,0.0002657386,0.00002272786,0.0001156169,0.0002665932,0.0001534917],"domain_scores_gemma":[0.9987929,0.0002501686,0.0001063944,0.0001133816,0.0001391467,0.000597893],"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":[0.0001596947,0.007542395,0.02216261,0.0003716059,0.00002365366,0.0004150213,0.01201441,0.001745926,0.02055035,0.007081528,0.01407389,0.913859],"study_design_scores_gemma":[0.001016384,0.01157253,0.2249003,0.00117126,0.0001849417,0.002626873,0.03573171,0.02660205,0.0577021,0.05407286,0.5841943,0.0002246978],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8760183,0.0002590506,0.07513204,0.004543929,0.00009601598,0.001465603,0.0001110189,0.001221735,0.04115239],"genre_scores_gemma":[0.8237534,0.0004127407,0.1544773,0.0007467598,0.00002179748,0.0006897599,0.0001859268,0.00004803939,0.01966432],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005573164,"threshold_uncertainty_score":0.01864403,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01916067239445117,"score_gpt":0.3099897388427025,"score_spread":0.2908290664482513,"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."}}