{"id":"W2980783972","doi":"10.2174/1573394715666191017153045","title":"Modern Treatments for Gliomas Improve Outcome","year":2019,"lang":"en","type":"article","venue":"Current Cancer Therapy Reviews","topic":"Glioma Diagnosis and Treatment","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"BC Cancer Agency","funders":"","keywords":"Medicine; Watchful waiting; Radiation therapy; Neurocognitive; Debulking; Glioma; Radiosurgery; Population; Radiology; Surgery; Internal medicine; Cancer; Cognition","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":[0.000135144,0.0002994133,0.0008004515,0.00007243438,0.0000467192,0.00002079373,0.00009659072,0.0000522039,0.0004791082],"category_scores_gemma":[0.00001085335,0.0001843259,0.0005088434,0.0001363615,0.00001683344,0.00006708989,0.00001515055,0.00007913353,0.0002558749],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002307371,"about_ca_system_score_gemma":0.00005700178,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002127335,"about_ca_topic_score_gemma":0.000004784206,"domain_scores_codex":[0.9985915,0.00003153297,0.0004614657,0.0004345234,0.0001656592,0.0003153364],"domain_scores_gemma":[0.9990301,0.00003401227,0.0001996821,0.0005219028,0.000072601,0.0001417099],"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":[0.0001765698,0.0006879714,0.1177233,0.000289137,0.0002480657,0.000001649731,0.00009426472,8.35559e-7,0.005594871,0.00005609518,0.002280666,0.8728465],"study_design_scores_gemma":[0.009901568,0.0007462978,0.009571229,0.0004882224,0.0003915953,0.000004328548,0.000004217688,0.0001564162,0.005162338,0.0001429792,0.9731899,0.0002408617],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.4687795,0.5217943,0.00007565832,0.0006069262,0.001858647,0.006471217,0.00008469573,0.00004768697,0.0002813557],"genre_scores_gemma":[0.4695516,0.5106912,0.000697967,0.001565562,0.0009734852,0.01312665,0.0002497702,0.0001460421,0.002997648],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9709093,"threshold_uncertainty_score":0.751659,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1323283075207426,"score_gpt":0.425023248622129,"score_spread":0.2926949411013864,"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."}}