{"id":"W4396829126","doi":"10.1186/s12887-024-04798-9","title":"Antibiotic impregnated catheters and intrathecal antibiotics for CSF shunt infection prevention in children undergoing low-risk CSF shunt surgery","year":2024,"lang":"en","type":"article","venue":"BMC Pediatrics","topic":"Cerebrospinal fluid and hydrocephalus","field":"Neuroscience","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Ottawa","funders":"National Center for Advancing Translational Sciences; National Institute of Neurological Disorders and Stroke; University of Washington; Children's Hospital of Pittsburgh; National Institutes of Health; Cincinnati Children's Hospital Medical Center; Seattle Children's Research Institute; Children's Hospital of Philadelphia; University of Southern California","keywords":"Medicine; Hydrocephalus; Antibiotics; Shunt (medical); Propensity score matching; External ventricular drain; Retrospective cohort study; Surgery; Odds ratio; Population; Internal medicine","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":[0.0005663574,0.0002684312,0.0002934306,0.0005551694,0.000183908,0.0003103497,0.0001139552,0.0001978011,0.00000621311],"category_scores_gemma":[0.001136309,0.0002622655,0.0001953691,0.0009311773,0.00007526229,0.0004420122,0.0000927083,0.0003146477,0.00002093121],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001546141,"about_ca_system_score_gemma":0.0002800818,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001408288,"about_ca_topic_score_gemma":0.000234077,"domain_scores_codex":[0.9979211,0.0001413558,0.000483321,0.000714273,0.000263314,0.0004766538],"domain_scores_gemma":[0.9985791,0.0009329277,0.0001270614,0.0002037541,0.00003776002,0.0001194341],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00009626168,0.0003784575,0.9747321,0.001377205,0.00001793744,0.00001640843,0.00025077,0.0008529945,0.01332087,0.0007792893,0.0003974411,0.007780267],"study_design_scores_gemma":[0.00205463,0.0008626377,0.8725948,0.0008046801,0.0005143024,0.0002482986,0.00004181754,0.08722869,0.03156297,0.002573966,0.0001476454,0.001365604],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9921981,0.0009253556,0.00493315,0.00004266061,0.0009154918,0.0006820785,0.0000631094,0.0002031364,0.00003694767],"genre_scores_gemma":[0.9934941,0.005717574,0.000193858,0.00005347792,0.0003934158,0.000003155697,0.00002933411,0.00005338651,0.00006173267],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1021373,"threshold_uncertainty_score":0.999983,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01918182899397318,"score_gpt":0.2650584381599703,"score_spread":0.2458766091659971,"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."}}