{"id":"W2468865057","doi":"10.1177/000313480106701220","title":"Radiation after Mastectomy in High-Risk Patients: Is it Necessary?","year":2001,"lang":"en","type":"article","venue":"The American Surgeon","topic":"Breast Cancer Treatment Studies","field":"Biochemistry, Genetics and Molecular Biology","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Mastectomy; Breast cancer; Radiation therapy; Surgery; Axillary Lymph Node Dissection; Lymph node; Danish; Axilla; Dissection (medical); Adjuvant radiotherapy; Axillary Dissection; Lymph; Axillary lymph nodes; Modified Radical Mastectomy; Cancer; Internal medicine; Sentinel lymph node","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":[0.00008181646,0.0001287374,0.0001517618,0.00003680829,0.0000511992,0.000009163359,0.00009912222,0.00002400419,0.00005664169],"category_scores_gemma":[0.0000270645,0.00009343714,0.00005302933,0.0002165316,0.0001199552,0.000004145561,0.0000643349,0.00005705499,0.00003218245],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003423209,"about_ca_system_score_gemma":0.00001629653,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004545749,"about_ca_topic_score_gemma":0.0005219841,"domain_scores_codex":[0.9992262,0.00009520604,0.0001341453,0.0002286419,0.0001040629,0.0002117363],"domain_scores_gemma":[0.9994889,0.0000261406,0.0001323248,0.0002883328,0.00003572811,0.00002857718],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003663333,0.00006595535,0.9465427,0.000001316333,0.00005090074,0.000002569673,0.0001791143,0.00001422793,0.00008264272,9.17891e-7,0.002517426,0.05017588],"study_design_scores_gemma":[0.0006450368,0.0001097381,0.975839,0.000005463148,0.00002283077,0.00000160732,0.0002022625,0.000005071988,0.001010554,0.00002025403,0.02202023,0.0001180038],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9975206,0.0003636522,0.00003394065,0.001495648,0.00007455879,0.0001168588,0.00003702998,0.000007723987,0.0003499916],"genre_scores_gemma":[0.9963839,0.001628045,0.00002832968,0.001552875,0.00009577641,0.00007476194,0.00005121871,0.0000155948,0.0001695083],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05005787,"threshold_uncertainty_score":0.6871843,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.004915423765910181,"score_gpt":0.2304940569154318,"score_spread":0.2255786331495216,"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."}}