{"id":"W4410984224","doi":"10.1200/op-24-00776","title":"Patient-Centered Genomic Diagnostic Testing for AML: A Quality Improvement Project","year":2025,"lang":"en","type":"article","venue":"JCO Oncology Practice","topic":"Acute Myeloid Leukemia Research","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"","keywords":"Quality management; Quality (philosophy); Medicine; Medical physics; Computer science; Operations management; Engineering","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.1875081,0.001965598,0.001130763,0.003836157,0.002759855,0.008698357,0.004488615,0.002095594,0.001697974],"category_scores_gemma":[0.122787,0.0007521223,0.001924153,0.005454184,0.003241072,0.004742939,0.008979058,0.003713357,0.0006204548],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01125877,"about_ca_system_score_gemma":0.09502285,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01142933,"about_ca_topic_score_gemma":0.004936828,"domain_scores_codex":[0.8634723,0.08491203,0.01220016,0.009520041,0.02506043,0.00483512],"domain_scores_gemma":[0.745774,0.05160462,0.04273381,0.03167025,0.08502952,0.04318792],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.001013792,0.003578415,0.1472618,0.002789476,0.0007549534,0.0003035947,0.004310667,0.02272536,0.005867918,0.01228263,0.0215787,0.7775328],"study_design_scores_gemma":[0.004711034,0.03242729,0.4107713,0.01161782,0.002626651,0.002093176,0.01734435,0.1727612,0.04122387,0.04299597,0.2607184,0.0007089644],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.262949,0.01139921,0.5425873,0.1382436,0.002522317,0.01874951,0.003065109,0.005980718,0.01450325],"genre_scores_gemma":[0.4205937,0.00369588,0.5576514,0.00786101,0.0005908225,0.004247348,0.00391767,0.0002952064,0.001146861],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.1875081,"threshold_uncertainty_score":0.9916496,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08379426349815522,"score_gpt":0.4463297829322617,"score_spread":0.3625355194341065,"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."}}