{"id":"W2166883496","doi":"10.1634/theoncologist.2011-0171","title":"Re: Selective Application of Routine Preoperative Axillary Ultrasonography Reduces Costs for Invasive Breast Cancers","year":2011,"lang":"en","type":"letter","venue":"The Oncologist","topic":"Breast Cancer Treatment Studies","field":"Biochemistry, Genetics and Molecular Biology","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"St. Michael's Hospital","funders":"","keywords":"Medicine; Breast cancer; Ultrasonography; Ultrasound; Radiology; Surgery; Cancer; Internal medicine","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0001667332,0.0003677935,0.0004388663,0.00004824376,0.0001959493,0.00001260985,0.0004345624,0.0005111561,0.000006362138],"category_scores_gemma":[0.0000840369,0.0002562581,0.0002207025,0.000160265,0.0007350178,0.00000471131,0.0001090211,0.0003128632,0.000002624481],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003023044,"about_ca_system_score_gemma":0.0004319497,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0016877,"about_ca_topic_score_gemma":0.001746242,"domain_scores_codex":[0.9985247,0.0001607543,0.0002876491,0.0005721869,0.0001325793,0.0003221333],"domain_scores_gemma":[0.9983789,0.0001825595,0.0005157774,0.0004768136,0.0004180624,0.00002788626],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0009397599,0.0001058649,0.005883398,0.0001121915,0.001846896,0.000003609095,0.0007417333,0.00001693141,0.004646021,0.00002823335,0.9830186,0.002656725],"study_design_scores_gemma":[0.006015325,0.005985296,0.06080912,0.0004607819,0.003048624,0.0002079728,0.004493266,0.00001079127,0.5076711,0.0007113877,0.4080177,0.002568664],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.1184571,0.02145356,0.003480884,0.7805497,0.002525229,0.02057149,0.01892056,0.0002517739,0.03378975],"genre_scores_gemma":[0.9414808,0.001510901,0.0005635836,0.0478646,0.002403072,0.002930544,0.00278019,0.00007485438,0.0003914211],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8230238,"threshold_uncertainty_score":0.999989,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01673416593257506,"score_gpt":0.2732419934988526,"score_spread":0.2565078275662776,"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."}}