{"id":"W2102000647","doi":"10.1158/0008-5472.can-04-3936","title":"Gene Expression Profiling and Genetic Markers in Glioblastoma Survival","year":2005,"lang":"en","type":"article","venue":"Cancer Research","topic":"Bone Metabolism and Diseases","field":"Biochemistry, Genetics and Molecular Biology","cited_by":315,"is_retracted":false,"has_abstract":true,"ca_institutions":"Immunovaccine (Canada)","funders":"National Institute of Neurological Disorders and Stroke","keywords":"Tensin; Biology; Gene; Survival analysis; Gene expression profiling; Glioblastoma; Proportional hazards model; Oncology; Bioinformatics; Gene expression; PTEN; Computational biology; Genetics; Internal medicine; Medicine; Cancer research; PI3K/AKT/mTOR pathway; Signal transduction","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004004952,0.0001044294,0.0001922709,0.0006780868,0.00008754247,0.0002147587,0.00006042119,0.0001608668,0.0002517368],"category_scores_gemma":[0.001047717,0.00006703443,0.0001508246,0.000732488,0.0001618816,0.0001321004,0.0001302129,0.0001647758,0.00008403289],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001906032,"about_ca_system_score_gemma":0.0001347019,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001098619,"about_ca_topic_score_gemma":0.001143937,"domain_scores_codex":[0.9998629,0.00004661177,0.000009920963,0.00002722873,0.00002895568,0.0000244043],"domain_scores_gemma":[0.9997526,0.0001007536,0.00007961673,0.00001477304,0.00003041144,0.00002183338],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001142856,0.00007214006,0.8611546,0.00006720001,0.0001383312,0.0002570032,0.000162918,0.009090947,0.09795155,0.0004153006,0.0002670078,0.02928012],"study_design_scores_gemma":[0.00000577033,0.0001413507,0.9813685,0.00001048427,0.00005416303,0.0002112788,0.00009711586,0.0100731,0.006706512,0.0008120051,0.0005096777,0.00001006768],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9981552,0.0005107281,0.0007991849,0.00004239639,0.000002283499,0.000003673869,0.0002622535,0.0000074493,0.0002169765],"genre_scores_gemma":[0.9990601,0.0001511877,0.0004604335,0.00001516935,0.000002570421,0.000005404808,0.0002305223,0.000001918477,0.00007264337],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001098619,"threshold_uncertainty_score":0.002184451,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02743550468012853,"score_gpt":0.3481900456140119,"score_spread":0.3207545409338834,"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."}}