{"id":"W2013181810","doi":"10.1002/jso.21199","title":"Lymph node assessment in cervical cancer: Prognostic and therapeutic implications","year":2008,"lang":"en","type":"review","venue":"Journal of Surgical Oncology","topic":"Endometrial and Cervical Cancer Treatments","field":"Medicine","cited_by":108,"is_retracted":false,"has_abstract":true,"ca_institutions":"Princess Margaret Cancer Centre","funders":"","keywords":"Medicine; Lymph node; Lymph; Cervical cancer; Lymphadenectomy; Sentinel lymph node; Cervical lymph nodes; Cancer; Metastasis; Incidence (geometry); Oncology; Radiology; Internal medicine; Pathology; Breast cancer","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":[0.0002735441,0.0003060774,0.003065588,0.0004329615,0.00004613352,0.00001042977,0.0001559657,0.0004822091,0.0002641777],"category_scores_gemma":[0.00004317857,0.0001847289,0.0005574064,0.0006450301,0.000140047,0.0000341091,0.00006318385,0.0009472216,0.000007721879],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001517992,"about_ca_system_score_gemma":0.002739275,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005345327,"about_ca_topic_score_gemma":0.000006639115,"domain_scores_codex":[0.997427,0.0003364918,0.001336387,0.0002667968,0.0003159003,0.0003174048],"domain_scores_gemma":[0.9970247,0.001529619,0.0007548662,0.0001581767,0.0001637258,0.0003689738],"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":[0.0001714449,0.0009625882,0.004931816,0.001470196,0.0004770743,0.001836013,0.00001687598,9.769529e-7,2.646034e-7,0.0001246092,0.00008402039,0.9899241],"study_design_scores_gemma":[0.004703311,0.0009801222,0.01203265,0.003271424,0.001609742,0.01220373,0.000007851819,0.000002606873,7.665129e-8,0.0001076274,0.9649364,0.0001444647],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0003018249,0.9920048,0.00000547521,0.004113646,0.000283392,0.0005429875,0.00001832097,0.000008045766,0.00272148],"genre_scores_gemma":[0.001214039,0.9972336,0.0002965078,0.0002371396,0.0007729948,0.0001291109,0.00001304708,0.00002974374,0.00007376107],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9897797,"threshold_uncertainty_score":0.7533027,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09151348920257384,"score_gpt":0.4379521523371292,"score_spread":0.3464386631345553,"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."}}