{"id":"W2788938719","doi":"10.5539/cco.v7n1p30","title":"Brain Tumor Treatment: 2017 Update","year":2018,"lang":"en","type":"article","venue":"Cancer and Clinical Oncology","topic":"Glioma Diagnosis and Treatment","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Brain tumor; Medicine; Cancer research; Stem cell; Oncology; Population; Tumor cells; Cancer stem cell; Cancer; Internal medicine; Pathology; Biology; Genetics","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000482455,0.0007647105,0.0009376759,0.0020222,0.0003084848,0.001165245,0.0007854799,0.001117242,0.009579203],"category_scores_gemma":[0.001140737,0.0002215142,0.0006117043,0.001447141,0.0003252435,0.001774282,0.0007781601,0.00210203,0.004714866],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008195134,"about_ca_system_score_gemma":0.001217497,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001285529,"about_ca_topic_score_gemma":0.005330822,"domain_scores_codex":[0.999804,0.00002928759,0.0000421285,0.00003089663,0.00007002403,0.00002372533],"domain_scores_gemma":[0.9994266,0.0001885972,0.0001048272,0.00001466594,0.0001888175,0.00007653271],"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":[0.00006239207,0.00007256564,0.0002529275,0.004673392,0.00004432246,0.0002177849,0.00002477306,0.0002105584,0.0007305876,0.001232211,0.09850336,0.8939751],"study_design_scores_gemma":[0.00001455849,0.00007688637,0.0006367199,0.002706049,0.0001059235,0.001735886,0.00003283768,0.000103465,0.0003127502,0.0006714708,0.9935917,0.00001169394],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0004555783,0.9892391,0.0004043336,0.002533478,0.001630283,0.00002029487,0.0001824237,0.00004730234,0.005487227],"genre_scores_gemma":[0.00145624,0.9916477,0.0005191005,0.001853869,0.001684267,0.00002327733,0.0004179185,0.00001107955,0.002386504],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.009579203,"threshold_uncertainty_score":0.03204566,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09213262965318916,"score_gpt":0.4709103828717239,"score_spread":0.3787777532185348,"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."}}