{"id":"W4414893617","doi":"10.1200/op.2025.21.10_suppl.260","title":"A performance and quality improvement intervention integrating molecular testing to support personalized cancer care in lung and thyroid cancers.","year":2025,"lang":"en","type":"article","venue":"JCO Oncology Practice","topic":"BRCA gene mutations in cancer","field":"Biochemistry, Genetics and Molecular Biology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Axdev Group (Canada)","funders":"","keywords":"Intervention (counseling); Psychological intervention; Quality management; Cancer; Action plan; Thyroid cancer; Lung cancer; Best practice; Personalized medicine","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":[0.0006423011,0.0001408917,0.0001846644,0.00008793482,0.0001006732,0.00003115093,0.00009850526,0.0001409796,0.000009569031],"category_scores_gemma":[0.0009908956,0.0001495595,0.00002801712,0.0002101295,0.00008215391,0.00002226902,0.0002179974,0.0002028362,5.593085e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007775413,"about_ca_system_score_gemma":0.0007261475,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001458153,"about_ca_topic_score_gemma":0.003007811,"domain_scores_codex":[0.9987598,0.0001908407,0.0003139532,0.000436638,0.00008912906,0.0002096463],"domain_scores_gemma":[0.9992377,0.0001185412,0.0001757478,0.0001706917,0.0002457233,0.00005166758],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0008441799,0.00008869704,0.06057774,0.0004293718,0.0001732611,0.00001201168,0.003002306,0.0004097115,0.5048152,0.0002011807,0.000832784,0.4286135],"study_design_scores_gemma":[0.01812219,0.01342319,0.1044919,0.001170325,0.0009351984,0.0001543127,0.08190235,0.006472959,0.28453,0.00008863465,0.486649,0.002060008],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9876429,0.003677034,0.0008508088,0.001680626,0.0002232582,0.0004560599,0.00001393598,0.00001051537,0.005444825],"genre_scores_gemma":[0.9882714,0.000433497,0.007815809,0.002705377,0.00004883451,0.0003837466,0.00002211343,0.00001220843,0.0003069891],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4858162,"threshold_uncertainty_score":0.6098861,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01951823009796692,"score_gpt":0.3908347370126787,"score_spread":0.3713165069147118,"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."}}