{"id":"W2147256319","doi":"10.3171/ped.2006.105.3.165","title":"Shunt insertion in the summer: is it safe?","year":2006,"lang":"en","type":"article","venue":"Journal of Neurosurgery Pediatrics","topic":"Hospital Admissions and Outcomes","field":"Medicine","cited_by":67,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Hydrocephalus; Shunt (medical); Surgery; Incidence (geometry); Pediatrics","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":[],"consensus_categories":[],"category_scores_codex":[0.0005997287,0.0001080726,0.0002717462,0.0003510611,0.00004563541,0.00002815238,0.0001058785,0.00006628262,0.0001463233],"category_scores_gemma":[0.0003598069,0.00006338523,0.000231349,0.0007329255,0.00001859423,0.0001264283,0.00001937337,0.0003962227,0.00001966634],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004204613,"about_ca_system_score_gemma":0.0001256066,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002134712,"about_ca_topic_score_gemma":0.000004017274,"domain_scores_codex":[0.9984753,0.00006637811,0.0006755486,0.00009243922,0.0005033153,0.0001869962],"domain_scores_gemma":[0.9990268,0.0003186734,0.0003056674,0.0001573824,0.00009643184,0.00009505783],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00005651936,0.0002276306,0.7908096,0.00001776905,0.000002169591,0.0006668953,0.00006883001,0.00001891914,0.0001467908,0.00001044918,0.2073926,0.0005818507],"study_design_scores_gemma":[0.0004709997,0.0002054888,0.8801546,0.00001912422,0.00006635053,0.0005213922,0.00008097884,0.0000245512,0.00007043121,0.0001052306,0.1182095,0.00007135828],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9741544,0.0003371611,0.000017944,0.02310782,0.0004651227,0.00007892599,0.000001389579,0.000003579772,0.001833672],"genre_scores_gemma":[0.9893082,0.0006907655,0.00008358789,0.007986772,0.0009004557,8.867406e-7,0.000001582733,0.00001233072,0.00101539],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.08934505,"threshold_uncertainty_score":0.2584774,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03018081611741962,"score_gpt":0.2893199169707487,"score_spread":0.259139100853329,"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."}}