{"id":"W2334286689","doi":"10.1093/neuonc/not182","title":"NEURO/MEDICAL ONCOLOGY","year":2013,"lang":"en","type":"article","venue":"Neuro-Oncology","topic":"Glioma Diagnosis and Treatment","field":"Medicine","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Institut Gustave-Roussy; Hospital for Sick Children; Children's Healthcare of Atlanta; Seattle Children's Research Institute; Sidney Kimmel Comprehensive Cancer Center; Novartis Pharmaceuticals Corporation; Johns Hopkins University","keywords":"Medicine; Medical physics; Internal medicine; Oncology","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0001770684,0.0002410742,0.0006786232,0.0001649546,0.00008566105,0.00001547504,0.0001912216,0.0004731117,0.006610861],"category_scores_gemma":[0.0009799498,0.0001874055,0.0001698724,0.0002108688,0.0002244779,0.0000681903,0.0001550486,0.0005719532,0.003423971],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002900922,"about_ca_system_score_gemma":0.0006796062,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001309516,"about_ca_topic_score_gemma":0.00005488582,"domain_scores_codex":[0.9978055,0.0002666767,0.0004481616,0.0005145496,0.0003969464,0.0005681301],"domain_scores_gemma":[0.9972814,0.001311275,0.0001291242,0.0004388507,0.0001349477,0.0007043571],"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":[0.0001838967,0.004673887,0.03530693,0.00003764882,0.0001554618,0.01069069,0.0002553935,0.000002863072,0.1397196,0.001162764,0.3818556,0.4259552],"study_design_scores_gemma":[0.00575472,0.005915779,0.02726697,0.00001659494,0.0001570475,0.002487021,0.00007136584,0.0003171261,0.006632414,0.0002198977,0.9510077,0.0001534048],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8311204,0.0002371967,0.00001640934,0.1167919,0.001541273,0.0008954472,0.000003613422,0.0001686072,0.04922512],"genre_scores_gemma":[0.9540784,0.000301914,0.0003834074,0.04397366,0.0006423163,0.0004354147,0.00002271858,0.0000474005,0.00011476],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.569152,"threshold_uncertainty_score":0.997352,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02381053194504296,"score_gpt":0.3191416908246175,"score_spread":0.2953311588795745,"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."}}