{"id":"W4403294624","doi":"10.7759/cureus.71224","title":"The Evolution From Standardized to Virtual Patients in Medical Education","year":2024,"lang":"en","type":"review","venue":"Cureus","topic":"Radiology practices and education","field":"Medicine","cited_by":15,"is_retracted":false,"has_abstract":true,"ca_institutions":"Artificial Intelligence in Medicine (Canada)","funders":"","keywords":"Medicine; Medical education; Medical physics; Family medicine","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005001673,0.0001818093,0.0005869868,0.0001050072,0.00006164199,0.00003511072,0.0001701092,0.0003542809,0.0001617422],"category_scores_gemma":[0.002392245,0.0001056151,0.0001420367,0.0002896614,0.00003909149,0.00006063265,0.00005145906,0.0005563729,0.0004433008],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001250917,"about_ca_system_score_gemma":0.004233587,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000502233,"about_ca_topic_score_gemma":0.0003205655,"domain_scores_codex":[0.9985024,0.0001940044,0.000453868,0.0003156916,0.0003563303,0.000177649],"domain_scores_gemma":[0.9989485,0.0003008374,0.0001341778,0.0003527509,0.00008452412,0.0001791853],"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":[0.00003227614,0.0001452914,0.0001043154,0.0004010551,0.0001005507,0.000002709539,0.0002349286,2.494654e-8,2.315922e-8,0.0003764202,0.05479084,0.9438116],"study_design_scores_gemma":[0.0001768197,0.0001167243,0.0004588914,0.006237971,0.0007878739,0.0000106515,0.0001801199,0.000004988186,1.947738e-8,0.0001323371,0.9917966,0.00009700249],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0006413534,0.9907439,0.00001767112,0.001425213,0.005282454,0.0008087754,0.00002754646,0.00002439495,0.001028675],"genre_scores_gemma":[0.0001982857,0.9965695,0.00005677134,0.0002108709,0.001149461,0.0002161587,0.000541498,0.00002794517,0.001029499],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9437146,"threshold_uncertainty_score":0.7510201,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03088682849492676,"score_gpt":0.4189881738443249,"score_spread":0.3881013453493981,"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."}}