{"id":"W7117757539","doi":"10.2196/80791","title":"Dopamine, Distraction, and Disruption: Perspectives on How Technology and Generation Z Are Reshaping Medical Education","year":2025,"lang":"en","type":"article","venue":"JMIR Medical Education","topic":"Educational Leadership and Innovation","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Perspective (graphical); Distraction","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":[],"consensus_categories":[],"category_scores_codex":[0.0007239481,0.0001200451,0.0001260307,0.0005215349,0.0006119743,0.0001388676,0.0001347592,0.0003790135,0.0004403486],"category_scores_gemma":[0.005862715,0.0001195599,0.00002000477,0.0009947937,0.0006318818,0.0003747827,0.00002253041,0.0003656264,0.000008238719],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002780365,"about_ca_system_score_gemma":0.00450991,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000851361,"about_ca_topic_score_gemma":0.0003798232,"domain_scores_codex":[0.9983698,0.0001562733,0.0002253498,0.0003886346,0.0006797301,0.000180227],"domain_scores_gemma":[0.9989423,0.0001200271,0.0001434463,0.0001463702,0.0004353299,0.000212495],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"qualitative","study_design_scores_codex":[0.00001205585,0.0006513117,0.01379987,0.00004956132,0.00001236579,3.036156e-7,0.006415584,7.899283e-8,0.00006117043,0.8056729,0.03873058,0.1345942],"study_design_scores_gemma":[0.0005980061,0.0001072445,0.18197,0.001074559,0.00003945101,0.00002317652,0.4075029,0.0003143904,0.000101792,0.01803147,0.3898007,0.0004363381],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.4511104,0.001382923,0.0002519951,0.5379358,0.001380237,0.0003514573,0.000001084075,0.00007642194,0.007509688],"genre_scores_gemma":[0.9890242,0.0005868506,0.0001873694,0.004244215,0.00170426,0.0002915532,0.00005775636,0.00000770821,0.003896112],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7876415,"threshold_uncertainty_score":0.8000388,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02379863895757998,"score_gpt":0.3885463222494125,"score_spread":0.3647476832918325,"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."}}