{"id":"W1977346011","doi":"10.1002/jso.21198","title":"Lymph node assessment: Issues in pathology","year":2008,"lang":"en","type":"review","venue":"Journal of Surgical Oncology","topic":"Breast Cancer Treatment Studies","field":"Biochemistry, Genetics and Molecular Biology","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"Health Sciences Centre; Sunnybrook Health Science Centre","funders":"","keywords":"Medicine; Lymph; Lymph node; Metastasis; Surgical pathology; Breast cancer; Lymph node metastasis; Pathology; Resection; Cancer; Anatomical pathology; General surgery; Radiology; Oncology; Surgery; Internal medicine; Immunohistochemistry","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":[0.0003521563,0.0004028233,0.0026196,0.0002445538,0.00004770515,0.000007535028,0.0003674897,0.0008611263,0.00005237293],"category_scores_gemma":[0.00004669445,0.0002898771,0.0007770137,0.0001831259,0.0002379814,0.000004809308,0.0002068116,0.0005205504,0.00001620612],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004081996,"about_ca_system_score_gemma":0.001231928,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001382698,"about_ca_topic_score_gemma":0.000006885548,"domain_scores_codex":[0.9972096,0.000666613,0.00119669,0.0003531431,0.0002003361,0.000373598],"domain_scores_gemma":[0.9982315,0.0002115223,0.001035108,0.0002538472,0.0001474793,0.0001206022],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001511845,0.0006856185,0.0004338277,0.0005436824,0.0006257514,0.01122584,0.00003808688,0.000007424326,0.000005188627,0.00004836989,0.005960611,0.9802744],"study_design_scores_gemma":[0.001644524,0.0004423117,0.0001938291,0.0008302704,0.0002317749,0.02276181,0.00001879748,2.049051e-7,0.000002420718,0.00002059862,0.973627,0.0002264149],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0001594421,0.9943228,0.000009422134,0.0006769006,0.0006328217,0.0001366273,0.00002273863,0.000003631956,0.004035592],"genre_scores_gemma":[0.00009780451,0.9970053,0.0008946655,0.00008180381,0.001612963,0.00002991589,0.00005376931,0.00004028733,0.0001835204],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.980048,"threshold_uncertainty_score":0.9999554,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03413742105027931,"score_gpt":0.3955755889977529,"score_spread":0.3614381679474735,"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."}}