{"id":"W2327832400","doi":"10.1097/01.cot.0000291026.39057.63","title":"New Staging System Predicted to Lead to Significant Improvements in Stage-Specific Survival","year":2003,"lang":"en","type":"article","venue":"Oncology Times","topic":"Breast Cancer Treatment Studies","field":"Biochemistry, Genetics and Molecular Biology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Breast cancer; Stage (stratigraphy); Cancer; Cancer staging; Sentinel lymph node; Lymph node; TNM staging system; AJCC staging system; Oncology; Radiation therapy; Internal medicine; Medical physics; Neoplasm staging; Staging system","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":[],"consensus_categories":[],"category_scores_codex":[0.0002086012,0.0002099925,0.0002994387,0.00009680101,0.0000660387,0.00001496145,0.000164909,0.0001264538,0.00007740514],"category_scores_gemma":[0.00004853548,0.000201962,0.00004620139,0.0001983545,0.00002947585,0.000003456017,0.0001161874,0.00007718732,0.00007549779],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003033334,"about_ca_system_score_gemma":0.0002535628,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002007925,"about_ca_topic_score_gemma":0.000247428,"domain_scores_codex":[0.998526,0.0001333057,0.0002641268,0.0005249632,0.0001310689,0.0004205769],"domain_scores_gemma":[0.9993616,0.00002764945,0.00006242915,0.0003191448,0.00006064562,0.0001685845],"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":[0.001664169,0.0007554143,0.1824769,0.000107016,0.0007361919,0.0002004092,0.001888965,0.0008936525,0.6138248,0.002678077,0.1463387,0.04843564],"study_design_scores_gemma":[0.004855631,0.001970158,0.06544743,0.00008288927,0.00005313185,0.0000106102,0.004026788,0.00001160854,0.144439,0.00002206487,0.7783988,0.0006819121],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9374719,0.0007924493,0.007542376,0.001781855,0.001562602,0.001543238,0.0001872747,0.0001010953,0.04901719],"genre_scores_gemma":[0.9851236,0.00003899097,0.004439612,0.0003357321,0.0001811495,0.0001564006,0.00004841265,0.00003504117,0.009641054],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6320601,"threshold_uncertainty_score":0.8235773,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01596137002070284,"score_gpt":0.2766825747209259,"score_spread":0.260721204700223,"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."}}