{"id":"W2042053418","doi":"10.3390/cancers5031103","title":"Emerging Biomarkers in Glioblastoma","year":2013,"lang":"en","type":"article","venue":"Cancers","topic":"Glioma Diagnosis and Treatment","field":"Medicine","cited_by":97,"is_retracted":false,"has_abstract":true,"ca_institutions":"Princess Margaret Cancer Centre","funders":"","keywords":"PTEN; Cancer research; Tensin; Biology; DNA methylation; Epidermal growth factor receptor; Loss of heterozygosity; Cancer; Bioinformatics; PI3K/AKT/mTOR pathway; Signal transduction; Gene expression; Genetics; Gene","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":[0.00002607926,0.00007053457,0.0001155765,0.0001125185,0.00001696366,0.000008415283,0.0000264727,0.000027308,0.0007301348],"category_scores_gemma":[0.00001396763,0.00005784505,0.00004008631,0.0002067926,0.00002456548,0.00004768775,0.000009540897,0.00003963164,0.0001943283],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007169388,"about_ca_system_score_gemma":0.00009574298,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001875161,"about_ca_topic_score_gemma":0.0001874573,"domain_scores_codex":[0.9995086,0.000006603251,0.00009771086,0.0001321698,0.00008337511,0.0001715929],"domain_scores_gemma":[0.9997332,0.00001455005,0.00002025671,0.0001221781,0.00002152955,0.00008834982],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002099915,0.000171577,0.6453548,0.0001125064,0.0005536587,0.0006054923,0.001010064,0.0003890738,0.02805437,0.0002812831,0.09442675,0.2288304],"study_design_scores_gemma":[0.01243354,0.001001169,0.8396356,0.000772463,0.0001729048,0.0001027696,0.002671303,0.006162778,0.07655765,0.0003530588,0.05956549,0.0005713415],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9928653,0.0006971923,0.000001960411,0.001378886,0.0001307447,0.00026405,9.996243e-7,0.00002647989,0.004634344],"genre_scores_gemma":[0.9991665,0.00006675428,0.0001203521,0.0003755272,0.00003568677,0.0001480509,0.00000170528,0.00000987752,0.00007548135],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2282591,"threshold_uncertainty_score":0.7994464,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01050292698834734,"score_gpt":0.2658709850546473,"score_spread":0.2553680580663,"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."}}