{"id":"W3087896793","doi":"10.1200/po.20.00115","title":"Personalized Multimodal Demarcation of Peritumoral Tissue in Glioma","year":2020,"lang":"en","type":"article","venue":"JCO Precision Oncology","topic":"Glioma Diagnosis and Treatment","field":"Medicine","cited_by":11,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ottawa Hospital; University of Ottawa","funders":"","keywords":"Glioma; Exome sequencing; Magnetic resonance imaging; Medicine; Biopsy; Pathology; Brain tissue; Histology; Infiltration (HVAC); Neuroimaging; Biology; Radiology; Gene; Cancer research; Anatomy","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":[0.0002719476,0.0003215236,0.0003237579,0.0007658154,0.0001352163,0.0003291743,0.0002027094,0.00031823,0.0006798999],"category_scores_gemma":[0.0005964325,0.00008433457,0.000203531,0.0002754739,0.0001772153,0.0002712712,0.0003077739,0.0002287877,0.000200922],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002001037,"about_ca_system_score_gemma":0.0001590896,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000650685,"about_ca_topic_score_gemma":0.00159225,"domain_scores_codex":[0.9999069,0.000023849,0.000006279402,0.00003104866,0.00001829041,0.00001362984],"domain_scores_gemma":[0.9998819,0.00002655205,0.00004561036,0.00001018821,0.00002138183,0.00001434961],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.001536339,0.0001508505,0.2142418,0.0006836056,0.0002178841,0.002007799,0.000522314,0.005057459,0.521256,0.0005339019,0.001897834,0.2518944],"study_design_scores_gemma":[0.00007278292,0.001282716,0.7306396,0.0002035278,0.0005497816,0.008530286,0.0009750759,0.04028342,0.2009091,0.004372995,0.01209445,0.00008620194],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9748484,0.003451526,0.01960692,0.0002501261,0.0000207932,0.00005740651,0.0005177876,0.0001463877,0.00110048],"genre_scores_gemma":[0.9874472,0.0007075008,0.01083942,0.0001094726,0.00002491766,0.00004729264,0.0004563941,0.00003095829,0.000336835],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0007658154,"threshold_uncertainty_score":0.002274513,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03903202623892801,"score_gpt":0.358050336179227,"score_spread":0.319018309940299,"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."}}