{"id":"W4388991896","doi":"10.3171/2023.10.peds23297","title":"Shunt infection prevention practices in Hydrocephalus Clinical Research Network–Quality: a new quality improvement network for hydrocephalus management","year":2023,"lang":"en","type":"article","venue":"Journal of Neurosurgery Pediatrics","topic":"Cerebrospinal fluid and hydrocephalus","field":"Neuroscience","cited_by":17,"is_retracted":false,"has_abstract":true,"ca_institutions":"BC Children's Hospital; University of British Columbia","funders":"","keywords":"Hydrocephalus; Shunt (medical); Perioperative; Medicine; Infection control; Quality management; Surgery; Operations management; Management system","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.08571295,0.0005421943,0.0006273991,0.004805336,0.00167556,0.004706898,0.002793957,0.001417388,0.002963359],"category_scores_gemma":[0.09978721,0.0006791198,0.001088697,0.006216621,0.002030488,0.004443289,0.007734184,0.001899183,0.0006255375],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01720299,"about_ca_system_score_gemma":0.0717541,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03342926,"about_ca_topic_score_gemma":0.04780889,"domain_scores_codex":[0.939736,0.02934557,0.007725819,0.004344602,0.01571516,0.00313282],"domain_scores_gemma":[0.7081051,0.04563945,0.08823762,0.01905467,0.0827989,0.05616419],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0007652654,0.0009057827,0.6701,0.001400275,0.0004378097,0.0002222799,0.002609771,0.001652275,0.001384889,0.002607977,0.04681537,0.2710983],"study_design_scores_gemma":[0.0008500698,0.00130982,0.9381783,0.001982509,0.0001960664,0.0003190236,0.001724319,0.004835809,0.0011242,0.0009613391,0.04840109,0.0001173117],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7190092,0.02138321,0.04160072,0.1453516,0.002404065,0.01658985,0.01577209,0.001799837,0.03608938],"genre_scores_gemma":[0.8132035,0.007298819,0.1335047,0.01422345,0.001466967,0.01058721,0.01405204,0.0002539125,0.005409346],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.08571295,"threshold_uncertainty_score":0.4532988,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2876221398666293,"score_gpt":0.4827110221705347,"score_spread":0.1950888823039054,"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."}}