{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.006852164,0.0003453654,0.0002672949,0.001689852,0.003917137,0.01236712,0.001282919,0.003730125,0.00352771],"category_scores_gemma":[0.01030491,0.0002545395,0.000439818,0.0009716862,0.02981395,0.007435271,0.009620178,0.004324563,0.0003277005],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004356262,"about_ca_system_score_gemma":0.004403051,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002239924,"about_ca_topic_score_gemma":0.002539427,"domain_scores_codex":[0.9948027,0.003499602,0.0001188853,0.0002995062,0.0006288551,0.0006505011],"domain_scores_gemma":[0.9885521,0.007963687,0.001536603,0.0004660753,0.0004414303,0.001040062],"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":[0.00008810361,0.00007245076,0.008633924,0.0003180743,0.0000226642,0.0009986218,0.3296823,0.000415769,0.0007625113,0.5884469,0.004900467,0.06565819],"study_design_scores_gemma":[0.00004104701,0.0002466708,0.009297783,0.001543337,0.0000392137,0.002419278,0.3906557,0.001281494,0.001044504,0.3170975,0.2762195,0.0001140148],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.3056377,0.04676105,0.03576001,0.4149865,0.002792815,0.00008473976,0.0000966978,0.000162872,0.1937177],"genre_scores_gemma":[0.9846184,0.004663385,0.00146028,0.006303432,0.0004678299,0.00003352654,0.000009535927,0.00002054783,0.002423054],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.01236712,"threshold_uncertainty_score":0.03623813,"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."}}