{"id":"W4312839636","doi":"10.33590/emj/10313450","title":"How I Diagnose Hypereosinophilic Syndromes","year":2017,"lang":"en","type":"article","venue":"European Medical Journal","topic":"Eosinophilic Disorders and Syndromes","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Princess Margaret Cancer Centre; University of Toronto","funders":"","keywords":"Hypereosinophilic syndrome; Eosinophilia; Eosinophil; Etiology; Medicine; Immunology; Pathology; Dermatology; Asthma","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002286406,0.001296397,0.001615686,0.00367302,0.001490407,0.004225068,0.001843301,0.005613448,0.005524893],"category_scores_gemma":[0.01426288,0.0007588418,0.001133411,0.001084662,0.002984582,0.008074723,0.002113145,0.007356739,0.007335573],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009843399,"about_ca_system_score_gemma":0.001521057,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002126415,"about_ca_topic_score_gemma":0.001916089,"domain_scores_codex":[0.9974605,0.0006665325,0.0004180074,0.0002803095,0.0007241928,0.0004505213],"domain_scores_gemma":[0.9968559,0.000992061,0.000313408,0.0001456171,0.001153661,0.0005394308],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0005363445,0.0003628822,0.07407188,0.002445514,0.00027444,0.1011883,0.003140314,0.001154425,0.01030608,0.02255064,0.3545663,0.429403],"study_design_scores_gemma":[0.0001357663,0.0003140704,0.01633557,0.007026958,0.0003275125,0.4542085,0.007924145,0.001820841,0.004646857,0.06854458,0.4384582,0.0002570323],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.05410122,0.2266667,0.09161422,0.4410782,0.05748872,0.00094656,0.001067735,0.002442136,0.1245945],"genre_scores_gemma":[0.3187575,0.2106549,0.1190222,0.2151799,0.1011933,0.0007553647,0.001424093,0.001060936,0.03195174],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.005613448,"threshold_uncertainty_score":0.01848263,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03469613401798285,"score_gpt":0.2931216914190201,"score_spread":0.2584255574010372,"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."}}