{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001454926,0.0001069331,0.0004535711,0.0001327228,0.00001930054,0.000003805236,0.00006885237,0.0001289338,0.0007068755],"category_scores_gemma":[0.0003322075,0.0000873613,0.00007448198,0.0002697161,0.00006410542,0.00004288456,0.00004988023,0.0001056092,0.00007211034],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000142251,"about_ca_system_score_gemma":0.0001242737,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007095338,"about_ca_topic_score_gemma":0.00003168822,"domain_scores_codex":[0.9989392,0.0001019126,0.0003532945,0.0002543665,0.0001980735,0.0001531363],"domain_scores_gemma":[0.99932,0.0002089918,0.0001066042,0.0001369239,0.00008736613,0.0001401351],"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":[0.003601711,0.003751809,0.1539993,0.0001402373,0.0001042103,0.001440847,0.005885718,0.00006965386,0.4657559,0.001105218,0.004602097,0.3595432],"study_design_scores_gemma":[0.03361507,0.009718125,0.618421,0.0002375808,0.0002324981,0.0002862646,0.001140665,0.007706414,0.2214897,0.0003849939,0.1064263,0.0003414908],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9877131,0.0004916132,0.0001075859,0.009701516,0.00009416685,0.0005157902,0.000007540368,0.00002271257,0.001345998],"genre_scores_gemma":[0.9952674,0.00004190479,0.004017988,0.0004556582,0.00007676006,0.0000682769,0.00002917921,0.0000120782,0.00003078084],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4644216,"threshold_uncertainty_score":0.7739791,"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."}}