{"id":"W3129284555","doi":"10.14740/wjon1351","title":"Epidemiology and Clinical Characteristics of Non-Hodgkin Lymphoma in Mexico","year":2021,"lang":"en","type":"article","venue":"World Journal of Oncology","topic":"Lymphoma Diagnosis and Treatment","field":"Medicine","cited_by":21,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Lymphoma; Epidemiology; Follicular lymphoma; Internal medicine; Disease; Stage (stratigraphy); Hodgkin lymphoma; Regimen; Oncology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001400579,0.0001023104,0.00132029,0.0001953027,0.00001450311,0.000001469188,0.00005486439,0.0001391731,0.0001044453],"category_scores_gemma":[0.001193859,0.00007752806,0.0001880635,0.000171402,0.0001676372,0.00002958373,0.00005287472,0.000172436,0.000004672546],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002199033,"about_ca_system_score_gemma":0.0007180058,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001752091,"about_ca_topic_score_gemma":0.0001554235,"domain_scores_codex":[0.9977607,0.0003963106,0.001412312,0.0001469187,0.00008894446,0.0001948441],"domain_scores_gemma":[0.9967864,0.001964336,0.0007262862,0.0001417751,0.0001996747,0.0001815823],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004198225,0.001505266,0.7788502,0.00002012238,0.0001737725,0.002631627,0.00005237434,4.79647e-7,0.00009266364,0.0003131589,0.000985202,0.2149553],"study_design_scores_gemma":[0.007633709,0.002125886,0.9565403,0.0001704735,0.0002134958,0.002266339,0.00004919653,0.00003663289,0.0003443341,0.0002423422,0.03032632,0.00005089594],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9871267,0.002187302,0.00003495561,0.007945352,0.0005757764,0.00007684025,0.000003866031,0.000001856376,0.002047325],"genre_scores_gemma":[0.9891047,0.003439353,0.005002264,0.001994994,0.0002540293,0.000002330564,0.000004101921,0.00000813831,0.0001900664],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2149044,"threshold_uncertainty_score":0.3161502,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05275186499528361,"score_gpt":0.4076466057198795,"score_spread":0.3548947407245959,"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."}}