{"id":"W4417405474","doi":"10.2196/81092","title":"Clinical Epidemiology of Cancer in People Living With HIV in Germany: Retrospective, Observational, Multicenter Federated Claims Data Analysis","year":2025,"lang":"en","type":"article","venue":"JMIR Public Health and Surveillance","topic":"Viral-associated cancers and disorders","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Epidemiology; Multidisciplinary approach; Cancer; Human immunodeficiency virus (HIV); Medical diagnosis; MEDLINE; Public health; Cancer registry","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002664727,0.0003650253,0.0006126658,0.003056783,0.0005137229,0.001128377,0.0006113041,0.0004689542,0.0007633447],"category_scores_gemma":[0.00489295,0.0003577994,0.0007761303,0.004565919,0.0004471748,0.0007846293,0.001337172,0.0004651964,0.0001474361],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00147545,"about_ca_system_score_gemma":0.001119782,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01789038,"about_ca_topic_score_gemma":0.0107612,"domain_scores_codex":[0.9980285,0.0005503715,0.0004064258,0.0004206346,0.0003204872,0.0002735566],"domain_scores_gemma":[0.9962637,0.0006452421,0.001988754,0.0005089932,0.0003279883,0.0002653188],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001030233,0.00005545997,0.9973081,0.00003817314,0.0001597099,0.0000763616,0.000139425,0.0001531267,0.00007205556,0.00004877532,0.0002885008,0.001557167],"study_design_scores_gemma":[0.00001309641,0.00007139419,0.9979628,0.00003385845,0.0001190525,0.0002232132,0.0004132609,0.000765516,0.00008006857,0.00003628527,0.0002738602,0.000007566118],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9958188,0.0003140586,0.0001803105,0.00003267274,0.000003584853,0.00004034906,0.003445,0.000005076909,0.0001603135],"genre_scores_gemma":[0.995921,0.0001685693,0.0002597166,0.00003961039,0.000007153847,0.00004805196,0.003511398,0.000002159695,0.0000424116],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01789038,"threshold_uncertainty_score":0.03557253,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08643466829792024,"score_gpt":0.4246126469415056,"score_spread":0.3381779786435854,"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."}}