{"id":"W2944119619","doi":"10.1158/1538-7445.sabcs18-gs4-02","title":"Abstract GS4-02: Regional lymph node irradiation in early stage breast cancer: An EBCTCG meta-analysis of 13,000 women in 14 trials","year":2019,"lang":"en","type":"article","venue":"Cancer Research","topic":"Breast Cancer Treatment Studies","field":"Biochemistry, Genetics and Molecular Biology","cited_by":50,"is_retracted":false,"has_abstract":true,"ca_institutions":"Juravinski Cancer Centre","funders":"","keywords":"Medicine; Breast cancer; Interquartile range; Lymph node; Radiation therapy; Cancer; Axilla; NODAL; Stage (stratigraphy); Internal medicine; Nuclear medicine; Oncology; Surgery","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.002812661,0.000219304,0.001107708,0.0006124532,0.00005130211,0.00003364414,0.0003427922,0.0001719241,0.001432164],"category_scores_gemma":[0.00008074808,0.0001863121,0.0003505486,0.001022814,0.0001392332,0.00002506017,0.0001096053,0.0001931347,0.000008903722],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006958122,"about_ca_system_score_gemma":0.0005671489,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.04319398,"about_ca_topic_score_gemma":0.01401575,"domain_scores_codex":[0.9968715,0.0005673644,0.0005863195,0.0006831953,0.0006263508,0.0006652299],"domain_scores_gemma":[0.9985779,0.0001509173,0.0002189165,0.0005979444,0.00031559,0.0001387228],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.003183647,0.0004475006,0.877534,0.000123277,0.03186604,0.00001078589,0.001749374,0.01168277,0.07051857,0.00004392134,0.0002749768,0.002565088],"study_design_scores_gemma":[0.001776914,0.00007537846,0.9917266,0.00001458887,0.001410036,5.960833e-7,0.000406967,0.00005356591,0.003845666,0.00003110517,0.0004679527,0.0001906469],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9933503,0.003807763,0.000001543411,0.0007267946,0.00005772655,0.0004449704,0.001364853,0.000005443319,0.0002405974],"genre_scores_gemma":[0.9960756,0.001886619,0.00001478936,0.00009059648,0.0001212519,0.0009332278,0.0001477832,0.00002832051,0.000701863],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1141925,"threshold_uncertainty_score":0.9994807,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.145434642989795,"score_gpt":0.4251038146600995,"score_spread":0.2796691716703045,"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."}}