{"id":"W7115707592","doi":"10.1016/j.leukres.2025.108155","title":"Frequency and prognostic significance of RAS pathway alterations in adult acute lymphoblastic leukemia","year":2025,"lang":"en","type":"article","venue":"Leukemia Research","topic":"Acute Lymphoblastic Leukemia research","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"Science and Technology Planning Project of Guangdong Province; National Natural Science Foundation of China; Saint Mary’s University","keywords":"PTPN11; KRAS; Clinical significance; Multivariate analysis; Survival analysis; Lymphoblastic Leukemia","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"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":[0.0002660342,0.0001557131,0.0001786053,0.00128313,0.000234918,0.0004978426,0.0002000306,0.0003648454,0.002014097],"category_scores_gemma":[0.001499886,0.0001269631,0.0001369591,0.001096074,0.0002841303,0.0003237237,0.0002981525,0.0002924521,0.0003478983],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001355421,"about_ca_system_score_gemma":0.0001547517,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005546876,"about_ca_topic_score_gemma":0.0008274012,"domain_scores_codex":[0.9996724,0.00008258035,0.00003975333,0.00005588476,0.00006974738,0.00007963456],"domain_scores_gemma":[0.9991085,0.0002749025,0.0003571522,0.00007365712,0.00007938738,0.0001063142],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0007254634,0.00002119524,0.9814534,0.00002280782,0.00003275433,0.0003624414,0.00005669348,0.00009389049,0.00634903,0.0001216115,0.0001667236,0.01059389],"study_design_scores_gemma":[0.000009929941,0.00009760783,0.994238,0.000007155038,0.00004752569,0.002883746,0.0001656792,0.0003430498,0.001124131,0.0001858666,0.0008931448,0.000004150174],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.99788,0.0007665463,0.0001032064,0.00005280765,0.000004939375,0.00000312967,0.0002885702,0.00001180326,0.0008891016],"genre_scores_gemma":[0.9993812,0.0002087954,0.00005895032,0.00001000953,0.00001052627,0.000002247387,0.0001547846,0.000002142211,0.0001714537],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002014097,"threshold_uncertainty_score":0.006737828,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02401054487492874,"score_gpt":0.3336873301825263,"score_spread":0.3096767853075976,"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."}}