{"id":"W2592137643","doi":"10.1016/j.jhin.2017.03.010","title":"National surveillance of surgical site infection","year":2017,"lang":"en","type":"letter","venue":"Journal of Hospital Infection","topic":"Surgical site infection prevention","field":"Medicine","cited_by":6,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Medicine; Public health; Infection control; Quarter (Canadian coin); Scopus; MEDLINE; Family medicine; Surgery; Nursing","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":["metaepi_narrow","research_integrity","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001308072,0.0003307317,0.0009739227,0.0007292078,0.0001314784,0.00007229124,0.0000966192,0.001019799,0.0009183657],"category_scores_gemma":[0.0006114886,0.0002865464,0.001142416,0.0002633171,0.0001571623,0.000556548,0.00004963597,0.002310007,0.00007113322],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005406996,"about_ca_system_score_gemma":0.0003221536,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002380425,"about_ca_topic_score_gemma":0.00001294891,"domain_scores_codex":[0.9966174,0.0002411738,0.001250819,0.0002773091,0.001352564,0.0002607334],"domain_scores_gemma":[0.99365,0.0002645779,0.003185434,0.0002841567,0.002504687,0.0001111515],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0004035052,0.00091625,0.4268533,0.000693594,0.0009106444,0.001265936,0.00004350788,0.00009364619,0.0003149464,0.00002769871,0.5616114,0.006865564],"study_design_scores_gemma":[0.002191758,0.002568614,0.2369759,0.0005820112,0.0002188919,0.003512845,5.944123e-7,0.00002739118,0.0004299499,0.000367896,0.7528604,0.0002638042],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8786107,0.0003398792,0.0006075227,0.1004506,0.009255887,0.0005998416,0.00004269433,0.00008441271,0.01000841],"genre_scores_gemma":[0.9678294,0.001754072,0.0001282649,0.006657454,0.02078802,0.0000151913,0.0002947818,0.00009990616,0.002432925],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1912489,"threshold_uncertainty_score":0.9999949,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01647509134825729,"score_gpt":0.3061494629001801,"score_spread":0.2896743715519228,"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."}}