{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001519779,0.0001131844,0.0004748534,0.00002867344,0.00007127438,0.00000711475,0.0000364125,0.0001156891,0.000653713],"category_scores_gemma":[0.0001004783,0.00007386838,0.0001182373,0.00005409982,0.0003574505,0.00002313515,0.00002692661,0.00008229965,0.0001557884],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001346418,"about_ca_system_score_gemma":0.0002461937,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001078459,"about_ca_topic_score_gemma":0.0004643845,"domain_scores_codex":[0.9990929,0.0000523777,0.0003001948,0.0002982496,0.00005572009,0.0002005578],"domain_scores_gemma":[0.9990811,0.0003190801,0.00008596896,0.000192531,0.0000614955,0.0002597819],"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":[0.0006182067,0.001629266,0.3134779,0.000008919391,0.0004547899,0.0004261167,0.00007393077,6.268209e-8,0.0001044545,0.0006150356,0.06164672,0.6209446],"study_design_scores_gemma":[0.008499066,0.007401452,0.2400474,0.00002444737,0.0003793191,0.00005709662,0.00002331754,0.00003621743,0.0004472948,0.0002083579,0.7427966,0.00007944592],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9561863,0.001941684,0.000004138263,0.0308217,0.0006797357,0.0002442021,0.00001942379,0.0000299993,0.01007282],"genre_scores_gemma":[0.9816996,0.002883279,0.0001596998,0.01310624,0.001299201,0.00008763279,0.00001230852,0.00001141482,0.0007405962],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6811498,"threshold_uncertainty_score":0.7157698,"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."}}