{"id":"W2118890264","doi":"10.1586/17474086.2015.978281","title":"Risk factors for relapse in childhood acute lymphoblastic leukemia: prediction and prevention","year":2014,"lang":"en","type":"review","venue":"Expert Review of Hematology","topic":"Acute Lymphoblastic Leukemia research","field":"Medicine","cited_by":44,"is_retracted":false,"has_abstract":true,"ca_institutions":"Hospital for Sick Children; SickKids Foundation; University of Toronto","funders":"","keywords":"Medicine; Lymphoblastic Leukemia; Disease; Intensive care medicine; Oncology; Pediatrics; Internal medicine; 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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0009778187,0.0006790371,0.006009494,0.0005341356,0.00006853521,0.000008526387,0.000284138,0.0008913964,0.00006668449],"category_scores_gemma":[0.003342602,0.0004796085,0.0009036611,0.0003781418,0.0002265614,0.00008504991,0.0001784417,0.0006112963,0.00002035311],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001187777,"about_ca_system_score_gemma":0.001889852,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000440383,"about_ca_topic_score_gemma":0.00000602133,"domain_scores_codex":[0.9953426,0.0006192789,0.002178775,0.0008842355,0.0004078837,0.0005671981],"domain_scores_gemma":[0.9957697,0.001807529,0.001221533,0.0008021726,0.0001694167,0.0002296287],"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":[0.00007125485,0.000242389,0.0001414956,0.4532687,0.001121328,0.00005071766,0.0001940085,1.598653e-7,9.51471e-7,0.0003514721,0.01336354,0.531194],"study_design_scores_gemma":[0.002646322,0.0009178487,0.00005126379,0.2992586,0.0033514,0.002662243,0.00002483613,0.00009851602,0.000009428049,0.0001169065,0.690516,0.0003466255],"study_design_candidate":"systematic_review","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.000083356,0.9922879,0.00165961,0.00006848877,0.0002874845,0.005296645,0.0001293017,0.00004985386,0.0001374007],"genre_scores_gemma":[0.00002828629,0.9956615,0.001737356,0.0001150322,0.0001796011,0.001253254,0.0007325563,0.0001172324,0.0001751921],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.6771525,"threshold_uncertainty_score":0.9997656,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02046667890309563,"score_gpt":0.3558671227953801,"score_spread":0.3354004438922845,"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."}}