{"id":"W4410375780","doi":"10.22214/ijraset.2025.70678","title":"AI Powered Education","year":2025,"lang":"en","type":"article","venue":"International Journal for Research in Applied Science and Engineering Technology","topic":"Online Learning and Analytics","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Artificial Intelligence in Medicine (Canada)","funders":"","keywords":"Aeronautics; Engineering","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":[0.001310702,0.0005913433,0.0003735053,0.001510844,0.001240544,0.006107589,0.001392439,0.001577526,0.1553298],"category_scores_gemma":[0.005295059,0.0002628942,0.0004069985,0.001441763,0.000772649,0.004987605,0.006804154,0.001730412,0.06443413],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001335162,"about_ca_system_score_gemma":0.003109307,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005260778,"about_ca_topic_score_gemma":0.0009034661,"domain_scores_codex":[0.9981697,0.0003267377,0.00008517579,0.0002954143,0.0009020157,0.0002209382],"domain_scores_gemma":[0.9962201,0.0006906957,0.0002049701,0.0008607931,0.0009548651,0.001068658],"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":[0.00008140442,0.0002341653,0.001817939,0.0004609443,0.00001557988,0.0002125673,0.0007514798,0.000489504,0.003567951,0.08580901,0.19249,0.7140693],"study_design_scores_gemma":[0.00001046482,0.00005386928,0.001079802,0.0001539501,0.000005242267,0.0002347368,0.0002806535,0.0007016487,0.001290505,0.01640958,0.9797634,0.00001610473],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.01392948,0.003339708,0.1041876,0.01510764,0.002805766,0.0003986527,0.001513981,0.01195229,0.8467649],"genre_scores_gemma":[0.1559713,0.005897961,0.07543512,0.007603403,0.001661511,0.0004742918,0.002840948,0.001435258,0.7486802],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.1553298,"threshold_uncertainty_score":0.5196301,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02373350676825858,"score_gpt":0.4262782842164821,"score_spread":0.4025447774482235,"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."}}