{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00300281,0.0008127998,0.002165228,0.002470338,0.0004749084,0.00219227,0.001663593,0.002438299,0.00198422],"category_scores_gemma":[0.003861795,0.0004329389,0.0005447475,0.002388021,0.003103583,0.003991127,0.001048709,0.003741552,0.003656789],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001050158,"about_ca_system_score_gemma":0.001338431,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001510759,"about_ca_topic_score_gemma":0.002426067,"domain_scores_codex":[0.9988534,0.0003663657,0.0001391579,0.0001254364,0.0004704852,0.0000450394],"domain_scores_gemma":[0.9971957,0.001774982,0.0001802228,0.0001289473,0.0006290412,0.00009103777],"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":[0.00003440078,0.00002428219,0.0004836745,0.006355636,0.0000437604,0.000886674,0.0002424869,0.0002382049,0.001339491,0.007876919,0.05372667,0.9287477],"study_design_scores_gemma":[0.00001333145,0.0000667609,0.001795941,0.00557516,0.00006158566,0.01836312,0.0006012373,0.0001596004,0.0008375582,0.01056154,0.9619166,0.00004767238],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0001601093,0.9939479,0.0008583127,0.002374,0.0009145692,0.000004678402,0.00001011695,0.00001953743,0.001710864],"genre_scores_gemma":[0.002002508,0.991859,0.001769434,0.001403351,0.001445036,0.000009950436,0.00001982987,0.000008880808,0.001482017],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.00300281,"threshold_uncertainty_score":0.01588053,"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."}}