{"id":"W4403598033","doi":"10.1007/s00381-024-06651-x","title":"The economic burden of ventriculoperitoneal shunt insertion and its complications: findings from a cohort in the Philippines","year":2024,"lang":"en","type":"article","venue":"Child s Nervous System","topic":"Cerebrospinal fluid and hydrocephalus","field":"Neuroscience","cited_by":3,"is_retracted":false,"has_abstract":false,"ca_institutions":"McMaster University; Hamilton Health Sciences","funders":"","keywords":"Cohort; Shunt (medical); Medicine; Cohort study; Surgery; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002921525,0.0003561197,0.0002321074,0.001039755,0.0008891128,0.0009710116,0.0004779771,0.0004835153,0.001536722],"category_scores_gemma":[0.001484307,0.0003665052,0.0003914803,0.001923224,0.0004468971,0.0007462089,0.001041289,0.0006421005,0.0001699826],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009005209,"about_ca_system_score_gemma":0.001017032,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.09198571,"about_ca_topic_score_gemma":0.08660457,"domain_scores_codex":[0.9997646,0.00005226851,0.00002093656,0.00003672691,0.00003384481,0.00009158566],"domain_scores_gemma":[0.9991491,0.00006573502,0.000397383,0.0000274827,0.0001133976,0.0002469731],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00001028521,0.00002248739,0.9985238,0.000004306644,0.00002077876,0.0002742099,0.0006004572,0.00001512275,0.00004001958,0.0000131116,0.00007916422,0.0003964441],"study_design_scores_gemma":[0.000001169731,0.00002879063,0.9963591,0.000007351213,0.00001068568,0.0003418006,0.003034933,0.00007336418,0.000009038559,0.00001255845,0.0001178621,0.000003359823],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9994164,0.00005750724,0.00001713636,0.00009571766,0.000001797796,0.000004349923,0.0001942825,7.786912e-7,0.0002120418],"genre_scores_gemma":[0.9995028,0.0001553293,0.00002253925,0.00004787746,0.000005374936,0.000007733238,0.000151228,0.000001341477,0.0001058613],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.09198571,"threshold_uncertainty_score":0.1829005,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01449744893630159,"score_gpt":0.2412625922557465,"score_spread":0.2267651433194449,"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."}}