{"id":"W2031676417","doi":"10.4061/2011/504940","title":"Issues Related to Sentinel Lymph Node Assessment in the Management of Breast Cancer—What Are Relevant in Pathology Reports?","year":2011,"lang":"en","type":"article","venue":"Pathology Research International","topic":"Breast Cancer Treatment Studies","field":"Biochemistry, Genetics and Molecular Biology","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Cancer Care Ontario; Canadian Red Cross Society","funders":"","keywords":"Medicine; Breast cancer; Sentinel node; Dissection (medical); Axillary Dissection; Biopsy; Axillary Lymph Node Dissection; Lymph node; Radiology; Axilla; Sentinel lymph node; Metastasis; Cancer; General surgery; Pathology; 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":[],"consensus_categories":[],"category_scores_codex":[0.001381229,0.0001379359,0.00019359,0.0002475162,0.00004888992,0.00001569895,0.0004078729,0.0001127245,0.00009124105],"category_scores_gemma":[0.00004523151,0.000109014,0.00005342759,0.0002534046,0.0002146928,0.00001287812,0.000477889,0.0002111699,0.000008599213],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001263739,"about_ca_system_score_gemma":0.0000643312,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004051976,"about_ca_topic_score_gemma":0.0001300387,"domain_scores_codex":[0.9979703,0.0003704318,0.0004121203,0.0005097121,0.0003741036,0.0003633012],"domain_scores_gemma":[0.999139,0.00003110688,0.0001251488,0.0004134846,0.0002540946,0.00003719399],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002768881,0.0005954913,0.983539,0.00003221691,0.0001905454,0.003391081,0.001601622,0.00005033437,0.006174941,0.000873115,0.0005009082,0.002773804],"study_design_scores_gemma":[0.0006778999,0.00003445957,0.9927519,0.0001439273,0.000009291842,0.0006471396,0.003411495,0.00001704891,0.0009308045,0.000897278,0.0003839355,0.00009481133],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.984625,0.0008056996,0.00002157448,0.01062266,0.000349373,0.0003005808,0.00004404302,0.000005867576,0.003225218],"genre_scores_gemma":[0.9956382,0.002428329,0.0007300413,0.0002309157,0.00006525647,0.0005005713,0.00006206238,0.00001475111,0.0003298751],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01101322,"threshold_uncertainty_score":0.4445462,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04499863159835148,"score_gpt":0.3971585053827829,"score_spread":0.3521598737844314,"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."}}