{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.03855698,0.0003842922,0.0005603525,0.001797615,0.001563399,0.002316579,0.001354536,0.0008801844,0.0008829403],"category_scores_gemma":[0.09509301,0.0008111641,0.0004495288,0.001340645,0.00101057,0.001519543,0.002818036,0.001385642,0.0002248955],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01112001,"about_ca_system_score_gemma":0.05901021,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.1199396,"about_ca_topic_score_gemma":0.2515531,"domain_scores_codex":[0.9549478,0.02772453,0.005452691,0.0008911082,0.009409633,0.001574239],"domain_scores_gemma":[0.9130337,0.01337606,0.01427245,0.001901635,0.04743944,0.009976764],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0004704104,0.00454848,0.3379863,0.006553659,0.0002522327,0.001279874,0.03059744,0.001842152,0.003983063,0.0005361742,0.01093499,0.6010153],"study_design_scores_gemma":[0.0004285591,0.006421767,0.9432333,0.005314847,0.0002100091,0.0006325804,0.01700046,0.002972188,0.002483879,0.0003317876,0.02083738,0.0001334133],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9612205,0.006594461,0.002648408,0.01018114,0.0002086663,0.008143516,0.0002355591,0.0001559518,0.01061183],"genre_scores_gemma":[0.9383656,0.005932343,0.04567585,0.002735452,0.00006089202,0.003935418,0.0003493573,0.00003057769,0.002914576],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1199396,"threshold_uncertainty_score":0.238483,"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."}}