{"id":"W4237043577","doi":"10.1136/ebm1020","title":"Corticosteroids added to antibiotic therapy aid pain resolution in adults with sore throat, particularly severe or exudative sore throat","year":2010,"lang":"en","type":"article","venue":"Evidence-Based Medicine","topic":"Respiratory and Cough-Related Research","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Mount Sinai Hospital","funders":"","keywords":"Sore throat; Medicine; Pharyngitis; Throat; Pediatrics; Internal medicine; Surgery","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[{"model":"gemma","categories":[],"domain":null,"study_design":"observational","genre":"empirical","about_ca_system":false,"about_ca_topic":false,"confidence":"low","status":"direct model label, unvalidated"},{"model":"gpt","categories":[],"domain":null,"study_design":"design_other","genre":"other","about_ca_system":false,"about_ca_topic":false,"confidence":"high","status":"direct model label, unvalidated"}],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.002951178,0.0004791833,0.0008376609,0.000456287,0.0002006272,0.00003984647,0.0003380437,0.0003446695,0.001230358],"category_scores_gemma":[0.003849716,0.0002764382,0.00009576997,0.001655938,0.0007010495,0.0004565969,0.00004988301,0.001470497,0.0001020827],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001832538,"about_ca_system_score_gemma":0.001202652,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003773727,"about_ca_topic_score_gemma":0.0009152746,"domain_scores_codex":[0.9953084,0.0007155886,0.0007665281,0.0008916854,0.001436281,0.0008815234],"domain_scores_gemma":[0.9963657,0.001118099,0.0002076463,0.001037459,0.000589246,0.0006818356],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.1175256,0.002304252,0.4450999,0.001934376,0.000519508,0.005604967,0.01335247,0.0005465127,0.2005907,0.0002036865,0.03105512,0.1812629],"study_design_scores_gemma":[0.06532402,0.08047334,0.6722863,0.07753335,0.0005167357,0.0004553997,0.01152681,0.007474006,0.06046772,0.0001299145,0.02179797,0.002014377],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9676974,0.002430865,0.001503161,0.0247835,0.0002713922,0.002766573,0.000006782242,0.0001349721,0.0004053528],"genre_scores_gemma":[0.9901167,0.0005874704,0.000742975,0.007003951,0.0006388717,0.0001465991,0.00004834815,0.00006736753,0.0006476922],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2271865,"threshold_uncertainty_score":0.9999688,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06466703727358031,"score_gpt":0.336908529852941,"score_spread":0.2722414925793607,"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."}}