{"id":"W4413161531","doi":"10.1016/j.procs.2025.07.062","title":"Integrating AI Tools to Enhance Learning Outcomes in Modern Education Systems","year":2025,"lang":"en","type":"article","venue":"Procedia Computer Science","topic":"Online Learning and Analytics","field":"Computer Science","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"University Canada West","funders":"University Canada West","keywords":"Computer science; Artificial intelligence; Data science; Human–computer interaction","routes":{"ca_aff":true,"ca_fund":true,"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":[0.007482769,0.0004229429,0.0003784793,0.001531002,0.001072914,0.007780503,0.001137216,0.001011086,0.008014677],"category_scores_gemma":[0.02459097,0.0001645605,0.0003437236,0.001093293,0.0017568,0.005804876,0.007255318,0.001278367,0.001482643],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001077284,"about_ca_system_score_gemma":0.001543919,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003309769,"about_ca_topic_score_gemma":0.0004395495,"domain_scores_codex":[0.9941586,0.003440312,0.000334455,0.0004048219,0.001215895,0.0004458842],"domain_scores_gemma":[0.9871002,0.008435939,0.001031811,0.001195897,0.0009801855,0.001255848],"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":[0.0003814147,0.002985855,0.01336618,0.001094237,0.00008204987,0.000310931,0.009449919,0.008475228,0.005987774,0.07424948,0.006048222,0.8775686],"study_design_scores_gemma":[0.0005772777,0.006992203,0.07073917,0.002856703,0.0004453622,0.001080232,0.01622086,0.06067561,0.0462881,0.5456347,0.2481147,0.0003752079],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5971932,0.00293508,0.2453771,0.01146127,0.0004976277,0.0005960386,0.0002083481,0.004346877,0.1373845],"genre_scores_gemma":[0.942921,0.0007490201,0.05100178,0.0003870394,0.0001000702,0.0001665921,0.0001025152,0.0001004979,0.004471424],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.008014677,"threshold_uncertainty_score":0.03957313,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008496543998217733,"score_gpt":0.3239915542591126,"score_spread":0.3154950102608949,"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."}}