{"id":"W4410733140","doi":"10.2196/69040","title":"Tracking Public Interest in Rare Diseases and Eosinophilic Disorders in Germany: Web Search Analysis","year":2025,"lang":"en","type":"article","venue":"JMIR Infodemiology","topic":"Data-Driven Disease Surveillance","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Eosinophilia; Hypereosinophilic syndrome; Medicine; Eosinophilic; Pathology","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":[0.0003889278,0.0001870753,0.0007217408,0.001430177,0.00003500274,0.0000240437,0.0001991997,0.0001594111,0.00008572372],"category_scores_gemma":[0.0006709429,0.0001765028,0.0001218134,0.001607979,0.0002634006,0.0001586541,0.0002833588,0.0004063627,0.000009972319],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001366635,"about_ca_system_score_gemma":0.0002041957,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001199932,"about_ca_topic_score_gemma":0.005586369,"domain_scores_codex":[0.9980869,0.0003561924,0.0005246829,0.00049085,0.00008502001,0.0004563619],"domain_scores_gemma":[0.9988041,0.0004266236,0.00006781477,0.0004775663,0.00005463224,0.0001692685],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001742333,0.0001958354,0.9896284,0.0001551871,0.0001477607,0.00003857071,0.0001265503,0.00007316831,0.00009915728,0.001199621,0.0002329025,0.007928637],"study_design_scores_gemma":[0.001348207,0.00004239224,0.9887422,0.00008617912,0.00008140688,0.000002910955,0.0001453655,0.006931853,0.000001704651,0.000658269,0.001828217,0.0001313044],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9913706,0.001162815,0.000048965,0.005806207,0.00005282117,0.0005023128,0.0001001835,0.0000792298,0.0008768733],"genre_scores_gemma":[0.9981956,0.0003112097,0.00004435186,0.0009893114,0.00002258499,0.0001415676,0.0002201965,0.00001100296,0.00006411078],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.007797332,"threshold_uncertainty_score":0.7197575,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03913491688666641,"score_gpt":0.3527736113973908,"score_spread":0.3136386945107244,"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."}}