{"id":"W4415941164","doi":"10.1016/j.annonc.2025.08.687","title":"258eP Effective biomarker testing rates in advanced non-small cell lung cancer (NSCLC) patients in U.S. community oncology practices","year":2025,"lang":"en","type":"article","venue":"Annals of Oncology","topic":"Lung Cancer Treatments and Mutations","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Augmentium Pharma Consulting (Canada)","funders":"","keywords":"Biomarker; Lung cancer; Precision oncology; Profiling (computer programming); Standard of care; Cancer","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":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.001302202,0.00009055164,0.0001894089,0.0008750987,0.0004225135,0.0009962796,0.0003739829,0.0005541758,0.004068565],"category_scores_gemma":[0.01220979,0.0002114672,0.0003314211,0.001463103,0.0003175239,0.0008344555,0.0007901309,0.0006661923,0.0004492519],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001146918,"about_ca_system_score_gemma":0.001875927,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0247664,"about_ca_topic_score_gemma":0.04279341,"domain_scores_codex":[0.9977558,0.0007220139,0.000301863,0.0003426026,0.0005399822,0.0003376594],"domain_scores_gemma":[0.9913311,0.00258748,0.003382029,0.0003265724,0.001192004,0.001180743],"domain_codex":null,"domain_gemma":"methods","domain_candidate":"methods","domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00006259737,0.0000767032,0.9729023,0.00005484032,0.00004630335,0.00009265922,0.0002343908,0.0001781788,0.0001462088,0.0003095798,0.004077264,0.02181893],"study_design_scores_gemma":[0.00001854675,0.0001011886,0.9941817,0.0001251597,0.00002998576,0.000225525,0.001185314,0.0004608327,0.0001772274,0.0002495564,0.003236006,0.000008995856],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9721537,0.003465038,0.0005159423,0.006172381,0.0001075068,0.00005236738,0.005731821,0.00004862054,0.01175257],"genre_scores_gemma":[0.996249,0.0008188595,0.0002347737,0.0008610919,0.00005630921,0.0000283749,0.0009713419,0.000007339068,0.0007729068],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9986978,"threshold_uncertainty_score":0.04924452,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05814192484491954,"score_gpt":0.4745007925859957,"score_spread":0.4163588677410762,"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."}}