{"id":"W3140754654","doi":"10.3390/curroncol28020131","title":"Consensus Recommendations for MRD Testing in Adult B-Cell Acute Lymphoblastic Leukemia in Ontario","year":2021,"lang":"en","type":"article","venue":"Current Oncology","topic":"Acute Lymphoblastic Leukemia research","field":"Medicine","cited_by":15,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University; Princess Margaret Cancer Centre; Ottawa Hospital; Hamilton Regional Laboratory Medicine Program; University of Ottawa; University Health Network; University of Toronto; Hamilton Health Sciences; London Health Sciences Centre; McMaster University","funders":"","keywords":"Medicine; Minimal residual disease; Oncology; Genetic testing; Lymphoblastic Leukemia; Internal medicine; Intensive care medicine; Leukemia","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003692973,0.0002288802,0.0006103851,0.0003417109,0.00007075225,0.00001803368,0.0001483714,0.0002421626,0.0002186211],"category_scores_gemma":[0.00251689,0.0002341493,0.00009506843,0.0006491341,0.0001275205,0.00004446076,0.0001665242,0.0007197509,0.00007481049],"about_ca_system_candidate":true,"about_ca_system_consensus":true,"about_ca_system_score_codex":0.019986,"about_ca_system_score_gemma":0.02007641,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005095536,"about_ca_topic_score_gemma":0.08728053,"domain_scores_codex":[0.997575,0.0001708106,0.0007215604,0.0005778095,0.0002235286,0.0007313298],"domain_scores_gemma":[0.9961098,0.002598606,0.0001444995,0.0003260139,0.0005972958,0.000223802],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.004159516,0.006833024,0.5859789,0.001520936,0.0003567964,0.006945896,0.006919995,0.0006500437,0.02366833,0.001609145,0.1375257,0.2238317],"study_design_scores_gemma":[0.1573184,0.005285588,0.1314078,0.003433655,0.0009721422,0.004539068,0.003692548,0.1535822,0.008708909,0.002246578,0.527034,0.001779148],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9857868,0.0002110346,0.0007585129,0.003893711,0.001350319,0.001040927,0.00004796748,0.00005424945,0.006856462],"genre_scores_gemma":[0.9586296,0.0001790977,0.03419015,0.00120271,0.0003574912,0.0007810499,0.0007318209,0.00008946134,0.003838586],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4545711,"threshold_uncertainty_score":0.9854788,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1214979417341028,"score_gpt":0.3957839599487055,"score_spread":0.2742860182146026,"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."}}