{"id":"W4405044610","doi":"10.1016/j.ejrad.2024.111874","title":"Measurement variability of radiologists when measuring brain tumors","year":2024,"lang":"en","type":"article","venue":"European Journal of Radiology","topic":"Glioma Diagnosis and Treatment","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"","keywords":"Medicine; Medical physics; Radiology; Nuclear 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":[0.005691442,0.0001515418,0.0005597309,0.0002192724,0.00002604001,0.00001147658,0.0001514219,0.00003209205,0.00009477682],"category_scores_gemma":[0.001218416,0.0001023366,0.0002824746,0.0001119224,0.0001428872,0.00004978951,0.00003362505,0.0002827369,0.00002242127],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002051719,"about_ca_system_score_gemma":0.0001680968,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000003696367,"about_ca_topic_score_gemma":6.590206e-7,"domain_scores_codex":[0.9973674,0.001157118,0.0007557846,0.0001990393,0.0003134256,0.0002071848],"domain_scores_gemma":[0.9988723,0.0002293998,0.000240658,0.0002373932,0.0002599315,0.0001603153],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001908329,0.002116495,0.4124227,0.001437285,0.006111727,0.04729212,0.004213983,0.0006568556,0.2862846,0.006192877,0.1010709,0.1302922],"study_design_scores_gemma":[0.005777892,0.006761828,0.8986187,0.002506112,0.0008786711,0.03963974,0.0001472174,0.0001774738,0.01165487,0.001403776,0.03210454,0.0003291987],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9780763,0.009623904,0.002655138,0.004349065,0.0007418208,0.0001726259,0.000003974486,0.00003143804,0.004345677],"genre_scores_gemma":[0.9975737,0.0001089986,0.001739166,0.000153301,0.0003804768,0.000001220619,0.000001244966,0.00002475822,0.00001712884],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.486196,"threshold_uncertainty_score":0.4173164,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05372423846157261,"score_gpt":0.2637947286227554,"score_spread":0.2100704901611828,"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."}}