{"id":"W2301401396","doi":"10.1097/sla.0000000000001291","title":"Design of Studies for Antibiotic Treatment of Acute Appendicitis in Children","year":2015,"lang":"en","type":"letter","venue":"Annals of Surgery","topic":"Appendicitis Diagnosis and Management","field":"Medicine","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"Hospital for Sick Children","funders":"","keywords":"Medicine; Acute appendicitis; Appendicitis; General 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":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.000510139,0.0003143577,0.002292018,0.0007018816,0.00001268099,0.000002834275,0.00009498025,0.0002599789,0.0000210859],"category_scores_gemma":[0.0001010404,0.000253612,0.00046954,0.0001903241,0.0001813943,0.0000438411,0.00004284208,0.0001159101,0.000003406494],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004705707,"about_ca_system_score_gemma":0.0001540204,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001992549,"about_ca_topic_score_gemma":0.000001586136,"domain_scores_codex":[0.9978497,0.00008529657,0.000961518,0.0003291755,0.0004109983,0.0003632892],"domain_scores_gemma":[0.997715,0.0007291679,0.0007788001,0.000393938,0.0003351394,0.00004797992],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"observational","study_design_scores_codex":[0.0001866204,0.0005654931,0.02897299,0.001415024,0.004774703,0.0002093176,0.0001575021,0.000006462007,0.00004301025,0.000008106644,0.9561611,0.0074997],"study_design_scores_gemma":[0.01635626,0.02189008,0.3899835,0.0427667,0.01432057,0.0002705783,0.000985274,0.00006002071,0.1373993,0.002446429,0.3703089,0.003212369],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.4538006,0.1049845,0.0004331759,0.4255402,0.001140027,0.01123693,0.002248585,0.00007400192,0.0005420575],"genre_scores_gemma":[0.6021681,0.2550502,0.001508491,0.1338752,0.00179263,0.0003813347,0.00334467,0.0002779149,0.001601467],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5858521,"threshold_uncertainty_score":0.9999916,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3828123158255977,"score_gpt":0.4035651192261597,"score_spread":0.02075280340056207,"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."}}