{"id":"W2022819722","doi":"10.1016/j.ijrobp.2007.01.057","title":"Nodal Ratios in Node-Positive Breast Cancer—Long-Term Study to Clarify Discrepancy of Role of Supraclavicular and Axillary Regional Radiotherapy","year":2007,"lang":"en","type":"article","venue":"International Journal of Radiation Oncology*Biology*Physics","topic":"Breast Cancer Treatment Studies","field":"Biochemistry, Genetics and Molecular Biology","cited_by":25,"is_retracted":false,"has_abstract":false,"ca_institutions":"Western University; University of Alberta; University of Saskatchewan; Saskatchewan Health","funders":"Saskatchewan Cancer Agency","keywords":"Medicine; Breast cancer; Radiation therapy; Axilla; Stage (stratigraphy); Axillary Dissection; Axillary nodes; Internal medicine; Clinical endpoint; Survival rate; Survival analysis; Mammary gland; Oncology; Cancer; Mastectomy; Clinical trial","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0004359018,0.000191274,0.0004280007,0.0001563216,0.00003869541,0.000007801445,0.000262723,0.0002003489,0.000009469662],"category_scores_gemma":[0.00004551013,0.0001743546,0.0001278245,0.0001388965,0.0001738602,0.00003055648,0.00008417726,0.0002237167,4.213425e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000266973,"about_ca_system_score_gemma":0.0002671182,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00020109,"about_ca_topic_score_gemma":0.0002451214,"domain_scores_codex":[0.9984829,0.0001635922,0.0006888206,0.0002590614,0.0002208547,0.0001848006],"domain_scores_gemma":[0.9982964,0.0001101929,0.0007622192,0.0001341365,0.0006188018,0.00007828377],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001632111,0.0009687062,0.8975471,0.000005176136,0.0009193877,0.00001820996,0.001281225,0.0002552185,0.06040617,0.000441285,0.00004065318,0.03648472],"study_design_scores_gemma":[0.004160217,0.00112948,0.977312,0.00005124684,0.00007471542,0.000150812,0.0004201104,0.00002880346,0.01592404,0.0002958423,0.0003011397,0.0001515493],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.992345,0.002323824,0.003130202,0.00140619,0.0003344532,0.0002699128,0.0001539181,0.000003673322,0.00003277451],"genre_scores_gemma":[0.9963786,0.001144296,0.001161734,0.0003886758,0.0008179874,0.00001243057,0.00007168855,0.00001963723,0.000004936629],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.07976491,"threshold_uncertainty_score":0.7109973,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008770074768996846,"score_gpt":0.3294912738467115,"score_spread":0.3207211990777147,"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."}}