{"id":"W4410429198","doi":"10.3171/2025.1.peds24254","title":"Poor surgical outcomes following Paenibacillus infant infectious hydrocephalus","year":2025,"lang":"en","type":"article","venue":"Journal of Neurosurgery Pediatrics","topic":"Child Abuse and Related Trauma","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"SickKids Foundation; Hospital for Sick Children; University of Toronto","funders":"Eunice Kennedy Shriver National Institute of Child Health and Human Development; National Institute of Allergy and Infectious Diseases","keywords":"Hydrocephalus; Medicine; American foulbrood; Intensive care medicine; Pediatrics; Surgery; Microbiology; Biology","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":[],"consensus_categories":[],"category_scores_codex":[0.000538431,0.0002446702,0.0008478831,0.001202405,0.000124061,0.00004997978,0.0001231594,0.0002225487,0.00003049385],"category_scores_gemma":[0.0008136687,0.0001753287,0.001103209,0.001307777,0.00003613971,0.0001718893,0.00005545397,0.0009819745,0.00001637034],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008324386,"about_ca_system_score_gemma":0.0004133051,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000005855822,"about_ca_topic_score_gemma":9.054554e-7,"domain_scores_codex":[0.9976461,0.00008080167,0.001098225,0.0002069021,0.0006200126,0.0003479681],"domain_scores_gemma":[0.9980907,0.0008021768,0.0004279857,0.000221583,0.0001989661,0.0002586176],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001647806,0.0003932758,0.980203,0.00007879663,0.0002656202,0.008421168,0.00005636649,0.000106017,0.0002099368,0.00003197978,0.006683692,0.003385362],"study_design_scores_gemma":[0.01121425,0.0007531598,0.8648904,0.000332777,0.003076309,0.007197749,0.00006391913,0.0001140329,0.0005227499,0.0002949905,0.1110064,0.0005332408],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9870761,0.002520377,0.00003996499,0.002522835,0.004686113,0.0001425494,0.000002605568,0.00005776948,0.002951704],"genre_scores_gemma":[0.9950233,0.001901286,0.0000388353,0.001464675,0.0006008741,0.000001218508,0.000002350742,0.00002725354,0.0009402517],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1153126,"threshold_uncertainty_score":0.7149698,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009055890528275426,"score_gpt":0.2673698705815258,"score_spread":0.2583139800532504,"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."}}