{"id":"W2913910683","doi":"10.1093/neuros/nyy263","title":"The Preventable Shunt Revision Rate: A Multicenter Evaluation","year":2018,"lang":"en","type":"article","venue":"Neurosurgery","topic":"Cerebrospinal fluid and hydrocephalus","field":"Neuroscience","cited_by":25,"is_retracted":false,"has_abstract":true,"ca_institutions":"Stollery Children's Hospital","funders":"","keywords":"Medicine; Shunt (medical); Surgery; Odds ratio; Bivariate analysis; Internal medicine; Statistics","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":[0.001150347,0.0001393571,0.0001253174,0.00004913497,0.0006709204,0.0001997157,0.0002428459,0.00004005224,0.0003455411],"category_scores_gemma":[0.002350417,0.00009483917,0.00009342116,0.000299054,0.0001741978,0.0002421653,0.000109924,0.0001377642,0.0007486943],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000434564,"about_ca_system_score_gemma":0.00006171683,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000082494,"about_ca_topic_score_gemma":0.000005432297,"domain_scores_codex":[0.9979138,0.0004745961,0.0002998942,0.0004398537,0.0005032237,0.0003686711],"domain_scores_gemma":[0.9986524,0.0006191852,0.0001062301,0.0004323007,0.0001070359,0.00008285431],"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":[0.0002910398,0.0001511111,0.0023741,0.00001865982,0.000003233374,0.00001384857,0.0001383182,0.00002146436,0.9224035,0.0005801831,0.03827683,0.03572772],"study_design_scores_gemma":[0.0007735782,0.0002676389,0.02045662,0.00008307316,0.00003788496,0.00003946872,0.00001842083,0.04487384,0.5764302,0.0004781717,0.3562336,0.0003075036],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9914452,0.0001366974,0.00005436044,0.0008597361,0.002660001,0.0004969341,0.000004192772,0.00008800525,0.004254818],"genre_scores_gemma":[0.9948836,0.000213178,0.000009339508,0.002557672,0.0004115563,0.00002648079,0.000001419637,0.00002283788,0.001873949],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3459733,"threshold_uncertainty_score":0.96232,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0427733354076776,"score_gpt":0.3112257505526593,"score_spread":0.2684524151449817,"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."}}