{"id":"W2092925278","doi":"10.1182/blood-2006-01-024729","title":"Risk- and response-based classification of childhood B-precursor acute lymphoblastic leukemia: a combined analysis of prognostic markers from the Pediatric Oncology Group (POG) and Children's Cancer Group (CCG)","year":2006,"lang":"en","type":"article","venue":"Blood","topic":"Acute Lymphoblastic Leukemia research","field":"Medicine","cited_by":476,"is_retracted":false,"has_abstract":true,"ca_institutions":"BC Children's Hospital; University of British Columbia","funders":"National Cancer Institute","keywords":"Medicine; Internal medicine; Concordance; Oncology; Minimal residual disease; Cog; Cancer; Acute lymphocytic leukemia; White blood cell; Hematology; Leukemia; Pediatrics; Lymphoblastic Leukemia","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":[0.0007676078,0.0003151099,0.0008926633,0.0005834667,0.0001393247,0.00002429075,0.0002501145,0.0003010119,0.0000512324],"category_scores_gemma":[0.0008772807,0.0002314905,0.0001959951,0.001637721,0.0005168514,0.00006820944,0.0001193649,0.0003285393,0.000001975451],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004810174,"about_ca_system_score_gemma":0.001332613,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003794031,"about_ca_topic_score_gemma":0.000534651,"domain_scores_codex":[0.9969811,0.0006234102,0.0007324377,0.0006267992,0.0006192476,0.0004169969],"domain_scores_gemma":[0.9943034,0.004077738,0.0006593468,0.0005800395,0.0001999897,0.0001795101],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.005407532,0.001385412,0.9822913,0.00006341892,0.003349026,0.00002504662,0.0002276592,0.00005532354,0.005352352,0.00004880959,0.000271363,0.001522799],"study_design_scores_gemma":[0.0174388,0.001737025,0.9467509,0.00006315815,0.02578564,0.0000259158,0.00008374421,0.007444602,0.0004069397,0.00006696893,0.000009098148,0.0001872462],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9952711,0.001542579,0.0005460263,0.0004242914,0.00004172651,0.001293565,0.00077917,0.00004585004,0.00005564564],"genre_scores_gemma":[0.9975603,0.0005885632,0.001011485,0.0000780936,0.0001458354,0.0001923808,0.0003599425,0.00004416855,0.00001919202],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03554039,"threshold_uncertainty_score":0.9439907,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006805720420293499,"score_gpt":0.248935339241957,"score_spread":0.2421296188216635,"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."}}