{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001903372,0.00005127018,0.00006763341,0.002955732,0.0001621797,0.0003377665,0.001472136,0.00005363351,5.988903e-7],"category_scores_gemma":[0.0005267943,0.0000485103,0.00001267673,0.001778541,0.0001680339,0.0001860214,0.0003232299,0.0005129212,0.000002172484],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002093345,"about_ca_system_score_gemma":0.0007170472,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000003122123,"about_ca_topic_score_gemma":9.054918e-7,"domain_scores_codex":[0.9989228,0.000005312246,0.0001463938,0.0002097503,0.0004254357,0.000290335],"domain_scores_gemma":[0.9991295,0.0000741471,0.00002157904,0.000142255,0.0005821735,0.00005030432],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.000003361591,0.00002902437,0.0001466748,0.000004797814,0.000004874738,0.000002863948,0.0000258711,0.0003514631,0.008809255,0.8514802,0.0004413289,0.1387003],"study_design_scores_gemma":[0.0004312857,0.00005953884,0.0005444203,0.0001429314,0.00000109945,0.00008405527,0.000180146,0.3306139,0.003130138,0.5656761,0.09901758,0.0001188526],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.05279236,0.0005787985,0.5823972,0.3546691,0.003793899,0.0004082648,0.000001586204,0.0002743356,0.005084388],"genre_scores_gemma":[0.9707226,0.00007149515,0.02878482,0.0002102088,0.0000568359,0.00002398111,3.102711e-7,0.000002662311,0.000127125],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9179302,"threshold_uncertainty_score":0.325709,"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."}}