{"id":"W3005910164","doi":"10.1097/ico.0000000000002273","title":"Development, Implementation, and Evaluation of Treatment Guidelines for Herpes Simplex Keratitis in Sydney, Australia","year":2020,"lang":"en","type":"article","venue":"Cornea","topic":"Herpesvirus Infections and Treatments","field":"Medicine","cited_by":16,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Guideline; Medicine; Audit; Standardization; MEDLINE; Family medicine; Pathology; Business; Computer science","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001438432,0.00009033324,0.0001699571,0.00004417126,0.00003823774,0.000008078193,0.00001366951,0.00003148022,0.000283259],"category_scores_gemma":[0.00007984382,0.00007480528,0.00002840622,0.00009759227,0.00001517263,0.00004306537,0.00000760992,0.00001352182,0.000007000258],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001503158,"about_ca_system_score_gemma":0.0002101792,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003248947,"about_ca_topic_score_gemma":0.0008189938,"domain_scores_codex":[0.9993023,0.00002062939,0.0003192305,0.0001553391,0.0001038101,0.00009873142],"domain_scores_gemma":[0.9994919,0.00002133767,0.00006106323,0.00006462634,0.0002938099,0.00006730673],"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":[0.00005945903,0.0001406186,0.06849439,0.00006340666,0.000162664,0.000002340186,0.001137249,0.00003061834,0.0004864643,0.0001383728,0.002499895,0.9267845],"study_design_scores_gemma":[0.02273052,0.001608907,0.2959596,0.0001210525,0.0007672743,0.00001349403,0.001467099,0.005646377,0.0430469,0.0003259988,0.6280212,0.0002915225],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9976879,0.0001183053,0.0002617532,0.0008118999,0.00003601273,0.0009112588,0.00003771999,0.00001294796,0.0001222543],"genre_scores_gemma":[0.9922053,0.0000389641,0.007021028,0.000205558,0.00004935928,0.0002270072,0.0001660021,0.000008600914,0.00007820512],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.926493,"threshold_uncertainty_score":0.3101487,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.4070161836237322,"score_gpt":0.492486534138233,"score_spread":0.0854703505145008,"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."}}