{"id":"W4411255039","doi":"10.1158/1557-3265.sabcs24-p2-08-26","title":"Abstract P2-08-26: FLEX: A Real-World Evidence, Full Transcriptome Study in 30,000 Patients with Early-Stage Breast Cancer","year":2025,"lang":"en","type":"article","venue":"Clinical Cancer Research","topic":"Advanced Breast Cancer Therapies","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"FLEX; Cancer; Medicine; Transcriptome; Breast cancer; Stage (stratigraphy); Oncology; Internal medicine; Biology; Gene; Genetics; Computer science; Gene expression; Telecommunications","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","research_integrity","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.002978957,0.0004607887,0.001211814,0.0009255057,0.0002290997,0.00009750487,0.0007048785,0.0002301368,0.003833241],"category_scores_gemma":[0.0002903738,0.0003597806,0.0001990198,0.003008758,0.0009354896,0.0004575472,0.0001972375,0.002751371,0.0001021098],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001545664,"about_ca_system_score_gemma":0.002248247,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.02491984,"about_ca_topic_score_gemma":0.03195171,"domain_scores_codex":[0.9931316,0.0006197946,0.001418836,0.001445959,0.002001609,0.001382185],"domain_scores_gemma":[0.9954233,0.001336439,0.0002020627,0.001206559,0.001283171,0.0005484835],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0219873,0.002353836,0.9177728,0.0003906491,0.0003592773,0.0001455771,0.000582917,0.00006311731,0.0001608098,0.00003867995,0.0005805668,0.0555645],"study_design_scores_gemma":[0.01161747,0.001487274,0.9768184,0.003142289,0.0001014279,0.000001069727,0.0004956095,0.00001873153,0.00004268101,0.00009118056,0.005850163,0.0003336569],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9881693,0.001699799,0.00001513017,0.00403184,0.0004887283,0.00349162,0.0002241317,0.0001568306,0.001722666],"genre_scores_gemma":[0.9900441,0.001571012,0.00006913165,0.0005963673,0.0004880624,0.001639529,0.000007807997,0.0001190195,0.005464996],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05904567,"threshold_uncertainty_score":0.9998854,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1665440028368959,"score_gpt":0.5251134407569966,"score_spread":0.3585694379201008,"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."}}