{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.001718917,0.0001996062,0.0004835685,0.0002253203,0.0002083384,0.00003525346,0.0001784256,0.0002250747,0.00002485331],"category_scores_gemma":[0.06762234,0.0001813496,0.0001074085,0.0004352351,0.0001185985,0.0001998306,0.0002944131,0.0006463165,0.0000536364],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002308281,"about_ca_system_score_gemma":0.003390294,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008110548,"about_ca_topic_score_gemma":0.00005716771,"domain_scores_codex":[0.9975451,0.0004467529,0.0006415081,0.0005393943,0.0002466177,0.0005806008],"domain_scores_gemma":[0.9780995,0.02014033,0.000412415,0.0005169353,0.0007098744,0.0001209827],"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":[0.009128173,0.0038818,0.02316969,0.001122509,0.001127702,0.0004447374,0.001447592,0.000008567288,0.1078671,0.001519204,0.08438313,0.7658998],"study_design_scores_gemma":[0.01184765,0.008565838,0.01914014,0.0001669255,0.0007734822,0.0001901529,0.003834024,0.0009788637,0.003183675,0.0002251712,0.9508071,0.0002869891],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8929449,0.0004818295,0.002366383,0.03919615,0.0009502025,0.008636347,0.00006316585,0.0002426504,0.05511836],"genre_scores_gemma":[0.8869755,0.0001543853,0.08044576,0.02513038,0.0004617631,0.00284032,0.0001143385,0.00007306437,0.003804453],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.866424,"threshold_uncertainty_score":0.9402315,"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."}}