{"id":"W2939970150","doi":"10.2196/13930","title":"Applications and Challenges of Implementing Artificial Intelligence in Medical Education: Integrative Review","year":2019,"lang":"en","type":"review","venue":"JMIR Medical Education","topic":"Artificial Intelligence in Healthcare and Education","field":"Medicine","cited_by":702,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Lee Kong Chian School of Medicine, Nanyang Technological University","keywords":"Engineering ethics; Computer science; Management science; Data science; Engineering","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":[],"consensus_categories":[],"category_scores_codex":[0.004521112,0.0007747975,0.001881648,0.008126634,0.0004484325,0.002659763,0.001286515,0.001779603,0.001818012],"category_scores_gemma":[0.01412849,0.000437171,0.001963137,0.008154633,0.0009124781,0.002733247,0.001205783,0.00103831,0.000282256],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001539773,"about_ca_system_score_gemma":0.006558298,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002486893,"about_ca_topic_score_gemma":0.005343193,"domain_scores_codex":[0.9974849,0.0009107993,0.0007126017,0.0001581029,0.0006488826,0.00008457998],"domain_scores_gemma":[0.976962,0.01977646,0.001640108,0.0001669961,0.001279417,0.0001749337],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"systematic_review","study_design_scores_codex":[0.00008019315,0.00006296695,0.0008831655,0.4782766,0.001088237,0.0002128315,0.0009428732,0.0003310265,0.0002712043,0.002603291,0.004067434,0.5111802],"study_design_scores_gemma":[0.00006249421,0.0003126902,0.006825263,0.7493659,0.007902115,0.001629306,0.002088662,0.0004345511,0.0004587693,0.003163005,0.2276846,0.00007258518],"study_design_candidate":"systematic_review","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0003484187,0.9986482,0.0001121486,0.000328593,0.00007726173,0.00002880638,0.00001342221,0.000002782899,0.0004402726],"genre_scores_gemma":[0.002570022,0.9967877,0.0003142428,0.000183336,0.00006191432,0.00003222971,0.00001329497,0.000001068387,0.00003627937],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.008126634,"threshold_uncertainty_score":0.02391022,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.260544665276983,"score_gpt":0.5611392616371916,"score_spread":0.3005945963602086,"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."}}