{"id":"W4381951220","doi":"10.21037/qims-22-1062","title":"A dual-center validation of the PIRAMD scoring system for assessing the severity of ischemic Moyamoya disease","year":2023,"lang":"en","type":"article","venue":"Quantitative Imaging in Medicine and Surgery","topic":"Moyamoya disease diagnosis and treatment","field":"Medicine","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"University Health Network; Toronto Western Hospital; University of Toronto","funders":"Universität Zürich; University of Toronto; University Health Network","keywords":"Moyamoya disease; Medicine; Scoring system; Revascularization; Disease; Angiography; Radiology; Cardiology; Internal medicine","routes":{"ca_aff":true,"ca_fund":true,"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":[0.001115144,0.0001253825,0.0004076623,0.0001754011,0.00008202575,0.000009956088,0.00004216192,0.00001757757,0.000005249758],"category_scores_gemma":[0.001218287,0.00006761873,0.0001406999,0.0003671968,0.0002362978,0.00008834086,0.0000357995,0.00007657347,6.596674e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004955665,"about_ca_system_score_gemma":0.00009829908,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001444657,"about_ca_topic_score_gemma":0.000002049842,"domain_scores_codex":[0.9987384,0.0001318876,0.0004709445,0.0002006111,0.0002847319,0.0001734267],"domain_scores_gemma":[0.9974651,0.001857301,0.0002276216,0.0002278595,0.000153121,0.00006904332],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00008882553,0.0001108784,0.9918767,0.001195691,0.00005810116,0.00002654198,0.0007652918,0.00001258424,0.001430592,0.0003361242,0.00235709,0.001741622],"study_design_scores_gemma":[0.001382672,0.00002986147,0.9776471,0.005757927,0.0003305817,0.00001285711,0.005170776,0.004958495,0.004124528,0.00009834031,0.000390733,0.00009612548],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.992861,0.001271085,0.0001507509,0.004794543,0.0002092788,0.0005211881,0.00003445747,0.0000215074,0.0001361784],"genre_scores_gemma":[0.999405,0.000105777,0.00007838864,0.0001845322,0.00004803866,0.00009718063,0.00004670642,0.0000145717,0.00001983136],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01422955,"threshold_uncertainty_score":0.2757412,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07347499414665253,"score_gpt":0.371140645740037,"score_spread":0.2976656515933844,"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."}}