{"id":"W4323572207","doi":"10.3390/curroncol30030235","title":"Safety and Accuracy of Sentinel Lymph Node Biopsy Alone in Clinically Node-Positive Patients Undergoing Upfront Surgery for Invasive Breast Cancer: A Systematic Review","year":2023,"lang":"en","type":"review","venue":"Current Oncology","topic":"Breast Cancer Treatment Studies","field":"Biochemistry, Genetics and Molecular Biology","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"Juravinski Hospital; University of British Columbia; McMaster University","funders":"","keywords":"Medicine; Axillary Lymph Node Dissection; Sentinel lymph node; Biopsy; Breast cancer; Axilla; Surgery; Neoadjuvant therapy; Mastectomy; Lymph node; Radiology; Cancer; General surgery; Internal medicine","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.007900894,0.001154769,0.00961553,0.007350925,0.00047724,0.002132461,0.001611298,0.001665095,0.002667244],"category_scores_gemma":[0.03477982,0.0008833375,0.008083229,0.007067408,0.001027323,0.001921788,0.0010771,0.0008929002,0.0002744097],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002482988,"about_ca_system_score_gemma":0.006862549,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004902483,"about_ca_topic_score_gemma":0.01348943,"domain_scores_codex":[0.992202,0.002250754,0.003621874,0.0006156537,0.001181402,0.000128364],"domain_scores_gemma":[0.957781,0.02961648,0.00834583,0.0005873145,0.003361226,0.0003081581],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","study_design_scores_codex":[0.000776636,0.00001549561,0.001639629,0.9546304,0.01761543,0.00007012909,0.0001200398,0.00007869404,0.0001936092,0.00006692333,0.0006140203,0.02417901],"study_design_scores_gemma":[0.0009121333,0.0006376401,0.009386348,0.7398272,0.2380935,0.0005033977,0.000244798,0.0001800083,0.000422199,0.0002307725,0.009501317,0.00006080279],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.002784636,0.9959778,0.0001188041,0.0001757619,0.00007394789,0.0002424688,0.0004348198,0.000007732946,0.0001841628],"genre_scores_gemma":[0.040172,0.9577124,0.0005150243,0.0005196615,0.0001129559,0.0004781513,0.0003767093,0.000009153288,0.0001040198],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.00961553,"threshold_uncertainty_score":0.04178441,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08473044554074219,"score_gpt":0.4096599849254376,"score_spread":0.3249295393846955,"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."}}