{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001189746,0.0001013977,0.0003168302,0.001043989,0.0003873543,0.0005863958,0.0003626106,0.0005651181,0.001402149],"category_scores_gemma":[0.007103498,0.0001868853,0.0002604734,0.001998857,0.0005903735,0.0005066965,0.0002518254,0.0003289569,0.000284432],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003663336,"about_ca_system_score_gemma":0.0006133561,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003142222,"about_ca_topic_score_gemma":0.006053673,"domain_scores_codex":[0.9989209,0.0003392929,0.0001936076,0.00009063404,0.0003128394,0.0001426988],"domain_scores_gemma":[0.992845,0.002348482,0.003700524,0.0003301107,0.0004719974,0.0003039249],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001791314,0.00001340577,0.9795256,0.0003137517,0.00005317112,0.003343319,0.0003275936,0.00002676696,0.0002608948,0.00009019517,0.000405421,0.01546085],"study_design_scores_gemma":[0.00001027778,0.0001527738,0.9697469,0.0002569682,0.0001284834,0.02483824,0.001319202,0.0000292483,0.0002056459,0.00008465092,0.003218412,0.000009213722],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9651337,0.03099056,0.0001626641,0.0005836472,0.00003343246,0.00001912933,0.0002240705,0.000005910654,0.002846852],"genre_scores_gemma":[0.9919837,0.007475113,0.00009026196,0.0001246566,0.00005479465,0.000006472512,0.0001339774,0.000002169679,0.0001288895],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003142222,"threshold_uncertainty_score":0.006292105,"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."}}