{"id":"W2900580642","doi":"10.1148/rg.2018180109","title":"Pediatric Brain Tumor Genetics: What Radiologists Need to Know","year":2018,"lang":"en","type":"review","venue":"Radiographics","topic":"Glioma Diagnosis and Treatment","field":"Medicine","cited_by":121,"is_retracted":false,"has_abstract":true,"ca_institutions":"Hospital for Sick Children","funders":"","keywords":"Medicine; Radiogenomics; Medulloblastoma; Pilocytic astrocytoma; Brain tumor; Glioma; Epigenetics; Pediatric oncology; Bioinformatics; Precision medicine; Astrocytoma; Oncology; Pathology; Cancer; Internal medicine; Radiology; Cancer research; Gene; 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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0004374458,0.0008522475,0.002701106,0.002089804,0.0001275993,0.0001764679,0.0004017091,0.0005292543,0.00007452849],"category_scores_gemma":[0.0002323042,0.0006318078,0.001730733,0.003014399,0.0001589099,0.00007823829,0.0001218073,0.0004649008,0.000446659],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001822011,"about_ca_system_score_gemma":0.0003528511,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001390515,"about_ca_topic_score_gemma":0.00001120961,"domain_scores_codex":[0.9967113,0.0002218444,0.0008740437,0.0009899819,0.0004711431,0.0007316453],"domain_scores_gemma":[0.9969521,0.0005249153,0.0003683601,0.001258999,0.0001759392,0.0007196561],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00002353047,0.0006760034,0.004032006,0.01331383,0.001212263,0.001339065,0.00008570161,6.485002e-7,5.451781e-7,0.0001541595,0.2095003,0.7696619],"study_design_scores_gemma":[0.0007044427,0.0008625426,0.0003420495,0.006729386,0.004656316,0.0008010609,0.00001822102,0.000002546351,0.000001666417,0.00001820146,0.9853128,0.0005508074],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0006973132,0.9944324,0.0000102689,0.0007277541,0.001207174,0.002561581,0.00006902413,0.00015572,0.0001387007],"genre_scores_gemma":[0.00005668539,0.9942555,0.00120203,0.0009007945,0.002493803,0.0005204563,0.0003212975,0.000160105,0.00008928431],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.7758124,"threshold_uncertainty_score":0.9996133,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03767005343695346,"score_gpt":0.3325756561255173,"score_spread":0.2949056026885638,"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."}}