{"id":"W4408706571","doi":"10.5539/hes.v15n2p189","title":"Meta-Analysis of Artificial Intelligence in Education","year":2025,"lang":"en","type":"article","venue":"Higher Education Studies","topic":"Diverse Approaches in Healthcare and Education Studies","field":"Medicine","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Higher education; Statistical analysis; Psychology; Mathematics education; Computer science; Statistics; Political science; Mathematics","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaepi_broad"],"consensus_categories":[],"category_scores_codex":[0.02674656,0.003067472,0.01535793,0.008391739,0.0007618386,0.004766524,0.002190043,0.002674844,0.006037181],"category_scores_gemma":[0.07572003,0.001333584,0.04860076,0.007975471,0.0008969243,0.002548601,0.001868018,0.003215942,0.0004908101],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003353884,"about_ca_system_score_gemma":0.004626566,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006187393,"about_ca_topic_score_gemma":0.01299446,"domain_scores_codex":[0.9726197,0.01614118,0.005863747,0.002421963,0.002397349,0.0005561469],"domain_scores_gemma":[0.9522321,0.03844972,0.004859885,0.001716025,0.002357475,0.0003847462],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"meta_analysis","study_design_gemma":"meta_analysis","study_design_scores_codex":[0.00140276,0.00002654983,0.003863774,0.2657144,0.7099781,0.0001144019,0.00009046286,0.0006466467,0.0001622556,0.0003661013,0.001008439,0.01662605],"study_design_scores_gemma":[0.0006557377,0.0002400186,0.004651371,0.03369116,0.9565163,0.0001049956,0.00004669714,0.0001970665,0.0001654825,0.0005682067,0.003140872,0.0000220897],"study_design_candidate":"meta_analysis","study_design_consensus":"meta_analysis","genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.003738362,0.9926736,0.001372501,0.0003510322,0.0003175122,0.0002897366,0.0007465858,0.00003511446,0.0004756814],"genre_scores_gemma":[0.2198151,0.7658371,0.006374669,0.002376157,0.0006228767,0.002336981,0.001798859,0.00008604953,0.0007522389],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9846421,"threshold_uncertainty_score":0.141451,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.4484851452429977,"score_gpt":0.5065392957265012,"score_spread":0.05805415048350354,"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."}}