{"id":"W4289878624","doi":"10.1093/noajnl/vdac078.071","title":"NEIM-04 LEVERAGING NOVEL NEUROIMAGING TECHNIQUES TO LINK BRAIN METASTASES AND LOCAL GENE EXPRESSION","year":2022,"lang":"en","type":"article","venue":"Neuro-Oncology Advances","topic":"Radiomics and Machine Learning in Medical Imaging","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ontario Brain Institute; University of Toronto","funders":"","keywords":"Neuroimaging; Melanoma; Brain metastasis; Brain atlas; Biology; Pathology; Medicine; Neuroscience; Metastasis; Cancer research; Cancer; Genetics","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":[0.0006410607,0.0002331019,0.0004648784,0.0002652753,0.0004702855,0.00002762483,0.0002015082,0.00004693256,0.00008831165],"category_scores_gemma":[0.0008751109,0.0002172752,0.00007063544,0.000285232,0.0002264339,0.0001732658,0.0005095559,0.001079766,0.000003011156],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001077523,"about_ca_system_score_gemma":0.0001176551,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002289944,"about_ca_topic_score_gemma":0.00000155728,"domain_scores_codex":[0.9979675,0.0002572982,0.0003472214,0.000651587,0.000349308,0.0004270178],"domain_scores_gemma":[0.9985293,0.000725639,0.0001400426,0.0002779136,0.00004511632,0.0002819747],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000183806,0.0001111484,0.002801956,0.00004062896,0.0000119463,0.0004545194,0.0002867765,0.001328763,0.6720061,0.0000750603,0.002661706,0.3200376],"study_design_scores_gemma":[0.001467212,0.001186596,0.0009988127,0.00004664671,0.00007238904,0.002334087,0.000407868,0.005961967,0.07894584,0.0002299113,0.9080763,0.0002723817],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.4711655,0.004572151,0.33887,0.1788705,0.001858869,0.001430468,0.00004225274,0.0008186429,0.002371602],"genre_scores_gemma":[0.8319972,0.0002251006,0.09484912,0.07192803,0.0005362695,0.0001971814,0.0000342964,0.00008420363,0.0001486311],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9054146,"threshold_uncertainty_score":0.8860226,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01738463253737988,"score_gpt":0.3262553710472035,"score_spread":0.3088707385098236,"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."}}