{"id":"W1996978938","doi":"10.1097/00019052-200412000-00004","title":"Advances in the biology of astrocytomas","year":2004,"lang":"en","type":"review","venue":"Current Opinion in Neurology","topic":"Glioma Diagnosis and Treatment","field":"Medicine","cited_by":47,"is_retracted":false,"has_abstract":true,"ca_institutions":"SickKids Foundation; University of Toronto; Hospital for Sick Children; L'Alliance Boviteq","funders":"","keywords":"Astrocytoma; Glioma; Angiogenesis; Biology; Targeted therapy; Cancer research; Neuroscience; Bioinformatics; Proteomics; Computational biology; Medicine; Cancer; Gene; Genetics","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":[0.0001560863,0.0002586053,0.001315912,0.0004329599,0.00001174218,0.00000240806,0.0002040832,0.0002136451,0.00001914739],"category_scores_gemma":[0.00007438149,0.0001512523,0.000244705,0.0004066629,0.0001249664,0.00002191732,0.00005333537,0.000549305,0.00001853677],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004099523,"about_ca_system_score_gemma":0.0001731312,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000007889191,"about_ca_topic_score_gemma":0.00000573112,"domain_scores_codex":[0.9982771,0.0003496877,0.0006483597,0.0003691075,0.00009704615,0.0002587028],"domain_scores_gemma":[0.9989657,0.0003675341,0.0002781803,0.0003366029,0.00001904632,0.00003292964],"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":[0.00002970187,0.0007778361,0.003149882,0.01374232,0.00001365952,0.00002343799,0.00003282308,0.000002991219,8.000369e-8,0.003450241,0.00007726454,0.9786997],"study_design_scores_gemma":[0.001110027,0.0008153796,0.0006404125,0.007492303,0.00007703526,0.000207057,0.000002660312,8.42901e-7,3.74422e-7,0.0002880984,0.9892861,0.00007974467],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0001205224,0.9959738,0.000002824666,0.0002912541,0.002536109,0.0009241667,0.0000216636,0.000008017777,0.000121597],"genre_scores_gemma":[0.001141161,0.9980755,0.00001002333,0.00002542472,0.0001720536,0.0003659241,0.0001943809,0.00001525242,2.525778e-7],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9892088,"threshold_uncertainty_score":0.6167889,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1016861619560473,"score_gpt":0.4375700688730723,"score_spread":0.335883906917025,"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."}}