{"id":"W4388033466","doi":"10.1148/radiol.232598","title":"Broadening the Scope of Normal Control Images in Pediatric Neuroimaging—and Possibly Beyond","year":2023,"lang":"en","type":"letter","venue":"Radiology","topic":"Advanced MRI Techniques and Applications","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto","funders":"","keywords":"Medicine; Neuroimaging; Scope (computer science); Radiology; Psychiatry","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":[0.0001539174,0.0001664269,0.000479333,0.0002329501,0.00004474636,0.000005708107,0.0001579508,0.0002854744,0.00001116675],"category_scores_gemma":[0.00008868349,0.0001195289,0.00006891258,0.0002459814,0.0002229568,0.00002669337,0.00005838677,0.001234572,0.000008027417],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002089087,"about_ca_system_score_gemma":0.00006272211,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000367229,"about_ca_topic_score_gemma":0.000002537041,"domain_scores_codex":[0.998937,0.00007219519,0.000323608,0.0002916435,0.00009197115,0.0002835481],"domain_scores_gemma":[0.9989863,0.0004488568,0.0001759409,0.0003197064,0.00004192437,0.00002727106],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00004101293,0.00001577397,0.01129365,0.0002102,0.00001648417,0.0004436277,0.00005726315,0.00003319801,0.001308063,0.0001640463,0.9831771,0.003239625],"study_design_scores_gemma":[0.005847738,0.001101077,0.212906,0.000273262,0.001119383,0.004398015,0.00004870039,0.0005665988,0.0008624725,0.005851624,0.766085,0.0009401401],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.01005124,0.009303858,0.00574628,0.9691791,0.0002054258,0.00154822,0.00009849997,0.0002183736,0.003649026],"genre_scores_gemma":[0.1073153,0.02614378,0.01074684,0.8354843,0.01190424,0.0008956523,0.0005233888,0.0003349825,0.006651476],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.2170921,"threshold_uncertainty_score":0.5363668,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0120739722026674,"score_gpt":0.2866587897041913,"score_spread":0.2745848175015239,"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."}}