{"id":"W4410304441","doi":"10.2196/67873","title":"Technology Acceptance Model in Medical Education: Systematic Review","year":2025,"lang":"en","type":"review","venue":"JMIR Medical Education","topic":"Health Education and Validation","field":"Social Sciences","cited_by":18,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Preprint; Psychology; Medical education; Computer science; Medicine; World Wide Web","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":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","metaepi_narrow","research_integrity","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.004548713,0.0003578665,0.002026646,0.0009990877,0.0002663243,0.00005893733,0.001446659,0.001648603,0.003349214],"category_scores_gemma":[0.04145214,0.0003157826,0.0002464158,0.003705531,0.0002738883,0.0002092318,0.0000849982,0.001217837,0.0003403057],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001448866,"about_ca_system_score_gemma":0.2043759,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001934339,"about_ca_topic_score_gemma":0.0004727223,"domain_scores_codex":[0.993288,0.001623714,0.002088773,0.0006449792,0.001843833,0.0005106489],"domain_scores_gemma":[0.9965659,0.0005727829,0.0008238744,0.0007618148,0.0004356676,0.0008399957],"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":[2.31975e-7,0.0004156322,0.000001844347,0.4609368,0.000006565293,3.42258e-7,0.0004454132,8.964125e-9,1.975653e-10,0.02100961,0.03769242,0.4794911],"study_design_scores_gemma":[0.00003426346,0.000003221956,4.083833e-7,0.4748176,0.0001276747,0.000005742245,0.0005046018,0.00001356002,2.648604e-9,0.0005085534,0.5238342,0.0001501674],"study_design_candidate":"systematic_review","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[5.804569e-7,0.9230412,0.00006158988,0.0545853,0.002700951,0.005996254,0.000002839744,0.0001301605,0.01348116],"genre_scores_gemma":[0.000006089382,0.9628522,0.0001654609,0.0132944,0.000654438,0.01377831,0.0002306036,0.00002600763,0.008992507],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.4861418,"threshold_uncertainty_score":0.9999294,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07314804134718314,"score_gpt":0.5515569297402078,"score_spread":0.4784088883930246,"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."}}