{"id":"W4322097784","doi":"10.2196/43415","title":"Changes in Radiology Due to Artificial Intelligence That Can Attract Medical Students to the Specialty","year":2023,"lang":"en","type":"article","venue":"JMIR Medical Education","topic":"Artificial Intelligence in Healthcare and Education","field":"Medicine","cited_by":13,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Specialty; Mentorship; Medical education; Radiology; Health care; Medicine; Resource (disambiguation); Family medicine; Computer science; Political science","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":[0.00988952,0.0003921085,0.0003103136,0.001340364,0.004886894,0.01112543,0.0008499394,0.005592855,0.01542286],"category_scores_gemma":[0.03597181,0.0002932926,0.0006312218,0.0007594957,0.007824328,0.005436021,0.00841482,0.009230007,0.004465331],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003666757,"about_ca_system_score_gemma":0.00526042,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001690259,"about_ca_topic_score_gemma":0.005282228,"domain_scores_codex":[0.9881691,0.005678872,0.0005452008,0.0007549499,0.003601958,0.001249952],"domain_scores_gemma":[0.9790422,0.006430035,0.002283768,0.0009127229,0.002706099,0.008625214],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0001505937,0.0006331232,0.02427737,0.0006947158,0.00004901021,0.002565445,0.01433408,0.0004266112,0.001759901,0.1322951,0.5942841,0.22853],"study_design_scores_gemma":[0.00004620221,0.0002299255,0.01052905,0.0007738813,0.00002011354,0.00335281,0.01478058,0.0004611495,0.000478468,0.04279022,0.9264697,0.00006781998],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.02059034,0.008577977,0.003164028,0.848268,0.02766813,0.00005278954,0.00003770162,0.000153256,0.09148769],"genre_scores_gemma":[0.3875063,0.01497219,0.008322556,0.5062411,0.03538768,0.0001236552,0.00009121085,0.0001654287,0.04718984],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.01542286,"threshold_uncertainty_score":0.05230135,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.16959346994877,"score_gpt":0.4994663468433966,"score_spread":0.3298728768946266,"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."}}