{"id":"W2166363996","doi":"10.1093/jnci/95.14.1040","title":"Is Positron Emission Tomography an Accurate Non-invasive Alternative to Sentinel Lymph Node Biopsy in Breast Cancer Patients?","year":2003,"lang":"en","type":"review","venue":"JNCI Journal of the National Cancer Institute","topic":"Breast Cancer Treatment Studies","field":"Biochemistry, Genetics and Molecular Biology","cited_by":26,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Breast cancer; Sentinel lymph node; Positron emission tomography; Axillary Lymph Node Dissection; Malignancy; Lymph node; Biopsy; Radiology; Cancer; Axillary lymph nodes; Lymph; Oncology; Pathology; Internal medicine","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0001975764,0.0004786559,0.0007789752,0.0003233697,0.0001600182,0.00004576693,0.0006474225,0.0002207798,0.00002282218],"category_scores_gemma":[0.00006109205,0.0003180424,0.0005788028,0.0005874247,0.00009943597,0.0000465528,0.0001859745,0.0002829807,0.000002672401],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009786763,"about_ca_system_score_gemma":0.001900726,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003111341,"about_ca_topic_score_gemma":0.00007128786,"domain_scores_codex":[0.9976227,0.000137283,0.0007601915,0.000450846,0.000728873,0.0003001375],"domain_scores_gemma":[0.9973077,0.00002226965,0.00113937,0.000211636,0.00115986,0.0001591742],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.003557067,0.005208943,0.4450498,0.009489434,0.01942105,0.0001393853,0.002059716,0.00932422,0.004415526,0.0001126568,0.07215638,0.4290658],"study_design_scores_gemma":[0.006583867,0.0001444077,0.186456,0.02718953,0.002276936,0.0006759555,0.00004868601,0.0000130311,0.002612793,0.0001295902,0.7719258,0.001943424],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.05315045,0.9348401,0.00003465742,0.001495423,0.005145466,0.0008911013,0.004071826,0.00000617829,0.0003648053],"genre_scores_gemma":[0.01448854,0.9812936,0.0001398477,0.001756993,0.001821935,0.0001841338,0.0001168693,0.00005651987,0.0001415386],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.6997694,"threshold_uncertainty_score":0.9999272,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03775744266032385,"score_gpt":0.3600250648951981,"score_spread":0.3222676222348743,"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."}}