{"id":"W2113030986","doi":"10.1056/nejmoa1110169","title":"Outcomes after Induction Failure in Childhood Acute Lymphoblastic Leukemia","year":2012,"lang":"en","type":"article","venue":"New England Journal of Medicine","topic":"Acute Lymphoblastic Leukemia research","field":"Medicine","cited_by":295,"is_retracted":false,"has_abstract":true,"ca_institutions":"Health Sciences Centre","funders":"Assistance publique-Hôpitaux de Paris; Barncancerfonden; Deutsche Krebshilfe; National Cancer Institute; Cancer Research UK; American Lebanese Syrian Associated Charities; Massachusetts Medical Society; Institut National de la Santé et de la Recherche Médicale; St. Jude Children's Research Hospital; Medical Research Council; Cancer Research Institute","keywords":"Medicine; Lymphoblastic Leukemia; Adverse effect; Induction therapy; Pediatrics; Leukemia; Oncology; Internal medicine; Chemotherapy","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":[0.001210974,0.0002678577,0.0008354504,0.0007194019,0.00003344648,0.00001001272,0.0001739486,0.000187248,0.0006548936],"category_scores_gemma":[0.001143948,0.0001617037,0.0001230729,0.0004797242,0.0001442372,0.0003616076,0.00005267869,0.0008171767,0.00004528871],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001280824,"about_ca_system_score_gemma":0.001186513,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001165381,"about_ca_topic_score_gemma":0.00003848396,"domain_scores_codex":[0.997189,0.0001207773,0.0008403002,0.0001665277,0.001093574,0.0005898583],"domain_scores_gemma":[0.9980428,0.0003649456,0.0002914451,0.000263446,0.0002025486,0.0008348206],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.004613071,0.0004648115,0.8563344,0.0001185136,0.0008587578,0.002297674,0.008471367,0.00003928582,0.005049403,0.0001102972,0.02688919,0.09475324],"study_design_scores_gemma":[0.1072918,0.001288757,0.8607202,0.0008561996,0.0005666665,0.01371754,0.0004685019,0.00005059217,0.0003580255,0.0001849957,0.01430925,0.0001874107],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9858771,0.0009764596,0.0007019374,0.01050989,0.001038289,0.0002237153,0.000002193548,0.00001789794,0.000652517],"genre_scores_gemma":[0.9898569,0.0002266712,0.001167688,0.001084816,0.006924226,0.000004900307,0.000006529117,0.00003908286,0.0006891778],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1026788,"threshold_uncertainty_score":0.7170625,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01230725484116841,"score_gpt":0.2798578675395093,"score_spread":0.2675506126983409,"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."}}