{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000428134,0.0002141214,0.00030933,0.0005196696,0.0001749169,0.0004509369,0.0002631485,0.0002609636,0.00226385],"category_scores_gemma":[0.0006823686,0.00014387,0.0002007242,0.0004572409,0.0001956751,0.0002021612,0.0003183026,0.000334749,0.0005656397],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002831141,"about_ca_system_score_gemma":0.0002495516,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001845105,"about_ca_topic_score_gemma":0.005616273,"domain_scores_codex":[0.9998484,0.00003500084,0.000008887284,0.0000436788,0.00004074807,0.00002319412],"domain_scores_gemma":[0.9997576,0.00006038576,0.00006248433,0.00003626175,0.00005432415,0.00002894145],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.001399408,0.0002628474,0.119077,0.0003594,0.0002890158,0.0006821098,0.0003154361,0.006543382,0.7358116,0.00159701,0.004075032,0.1295878],"study_design_scores_gemma":[0.00009390849,0.0009921752,0.6228493,0.00005878902,0.0002826875,0.003592033,0.0004326107,0.0792748,0.271384,0.003252766,0.01770012,0.00008683716],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9569565,0.0007483983,0.03469878,0.0002217935,0.00004736771,0.00006179871,0.002558529,0.0005075133,0.004199298],"genre_scores_gemma":[0.9485835,0.0003278803,0.04592119,0.00009200801,0.00003141825,0.0001472728,0.002476574,0.0001302985,0.002289736],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00226385,"threshold_uncertainty_score":0.007573307,"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."}}