{"id":"W3095895671","doi":"10.2196/24375","title":"Exploring Fever of Unknown Origin Intelligent Diagnosis Based on Clinical Data: Model Development and Validation","year":2020,"lang":"en","type":"article","venue":"JMIR Medical Informatics","topic":"Hematological disorders and diagnostics","field":"Medicine","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"National Key Research and Development Program of China","keywords":"Medical diagnosis; Fever of unknown origin; Artificial intelligence; Computer science; Machine learning; Data mining; Medicine; Natural language processing; Pathology; Radiology","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":[0.005670921,0.001112642,0.0008783044,0.001541552,0.0004649322,0.001058832,0.001409548,0.001200373,0.000985487],"category_scores_gemma":[0.01045295,0.0004108464,0.001295489,0.0008142573,0.0004963931,0.0008904125,0.0009871084,0.001843032,0.0004218647],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001791775,"about_ca_system_score_gemma":0.001890174,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03369533,"about_ca_topic_score_gemma":0.01843021,"domain_scores_codex":[0.9990191,0.0003766035,0.0000822557,0.0002697634,0.0001505121,0.0001015987],"domain_scores_gemma":[0.993844,0.004482001,0.0002835772,0.0003458604,0.0009247847,0.0001196904],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0007463977,0.0009052047,0.08243975,0.0002226837,0.000402646,0.0002241111,0.0002792811,0.715097,0.001699146,0.000957318,0.002641243,0.1943852],"study_design_scores_gemma":[0.00001251681,0.00005569901,0.002375613,0.00001306956,0.00002774023,0.0000211854,0.00002029379,0.9964864,0.000425796,0.0004131832,0.0001413734,0.000007105132],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7951639,0.002213274,0.1935899,0.001739386,0.0001890664,0.0006159959,0.002150706,0.001977763,0.002360012],"genre_scores_gemma":[0.954451,0.000324235,0.04221329,0.0001651723,0.00003537829,0.0002392857,0.001880914,0.0000196232,0.0006711248],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03369533,"threshold_uncertainty_score":0.06699842,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.4319334069027995,"score_gpt":0.4209801837918257,"score_spread":0.01095322311097385,"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."}}