{"id":"W1482960745","doi":"10.3171/2010.8.peds09557","title":"The necessity of shunt series","year":2010,"lang":"en","type":"article","venue":"Journal of Neurosurgery Pediatrics","topic":"Cerebrospinal fluid and hydrocephalus","field":"Neuroscience","cited_by":27,"is_retracted":false,"has_abstract":true,"ca_institutions":"Children's Hospital of Eastern Ontario; Ottawa Hospital","funders":"Ottawa Hospital Research Institute","keywords":"Shunt (medical); Medicine; Hydrocephalus; Case series; Surgery; Derivation; Radiology","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000768926,0.0001301939,0.0002676213,0.0001978144,0.0002577891,0.00009866408,0.0005054795,0.00006784649,0.00003041266],"category_scores_gemma":[0.003852014,0.00008398863,0.0002438466,0.0006640201,0.0002070905,0.0004073394,0.00009451159,0.0006877738,0.000008284324],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000009211221,"about_ca_system_score_gemma":0.0002328628,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000002370769,"about_ca_topic_score_gemma":0.000004597862,"domain_scores_codex":[0.9981254,0.000107304,0.0007184746,0.0001426399,0.0006475025,0.0002587155],"domain_scores_gemma":[0.9972779,0.001303056,0.0008149028,0.0002564696,0.000200503,0.000147174],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0002551872,0.0001675099,0.06722508,0.00004062565,0.000003257981,0.0001709858,0.0000830366,0.00002861819,0.9187358,0.002064188,0.008595415,0.002630271],"study_design_scores_gemma":[0.0008835375,0.001027353,0.1953084,0.00002142286,0.000147404,0.004062119,0.00007780619,0.0001189035,0.6019619,0.003711011,0.1921515,0.0005286657],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9932581,0.0001355673,0.00002366439,0.001154168,0.004745275,0.00004735295,0.000007993167,0.00001203958,0.0006158859],"genre_scores_gemma":[0.9966804,0.001654909,0.00004285952,0.0003112316,0.001022052,5.318907e-7,8.28448e-8,0.00001589297,0.000272063],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.316774,"threshold_uncertainty_score":0.4611499,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01832570501951898,"score_gpt":0.2534193503078997,"score_spread":0.2350936452883808,"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."}}