{"id":"W3199064927","doi":"10.1093/ajcp/aqab113","title":"Geographic Variability of Nodular Lymphocyte-Predominant Hodgkin Lymphoma","year":2021,"lang":"en","type":"article","venue":"American Journal of Clinical Pathology","topic":"Viral-associated cancers and disorders","field":"Medicine","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"University Health Network","funders":"","keywords":"CD15; CD30; Hodgkin lymphoma; Lymphoma; Pathology; Lymphocyte; Lymph; Biology; Medicine; Immunology; CD34","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":[0.003046519,0.0001679729,0.001816698,0.0001307377,0.00003640072,0.000005549467,0.0001862336,0.0001921865,0.0002153157],"category_scores_gemma":[0.004928755,0.000135635,0.0009341286,0.0005374815,0.00122253,0.00004976526,0.00006886141,0.0003574063,0.000007278309],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007845125,"about_ca_system_score_gemma":0.001456444,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004704722,"about_ca_topic_score_gemma":0.000008067017,"domain_scores_codex":[0.9958688,0.001127786,0.001999212,0.0003152294,0.0003665451,0.0003224391],"domain_scores_gemma":[0.9956768,0.0009379769,0.001828015,0.000463644,0.0007904773,0.0003030612],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00265552,0.001645155,0.6611822,0.00003797446,0.0004457906,0.002352195,0.0001786501,0.00001925012,0.001987974,0.0001578397,0.0003743593,0.3289632],"study_design_scores_gemma":[0.01670949,0.009152382,0.9591069,0.0001730811,0.0008610871,0.002354556,0.001376589,0.00008491004,0.0009252272,0.002374275,0.006624176,0.0002573648],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.994271,0.001207545,0.001046301,0.001697549,0.0006650964,0.00007849582,0.00001210187,0.000009734858,0.001012224],"genre_scores_gemma":[0.9913583,0.002000165,0.003998991,0.002337593,0.0002389305,0.000001945702,0.000004769615,0.00002031882,0.0000389544],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3287058,"threshold_uncertainty_score":0.5900536,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01998238036050328,"score_gpt":0.3482091054679805,"score_spread":0.3282267251074772,"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."}}