{"id":"W1599346344","doi":"10.3171/2009.1.peds08328","title":"Correlation between ventriculomegaly on prenatal magnetic resonance imaging and the need for postnatal ventricular shunt placement","year":2009,"lang":"en","type":"article","venue":"Journal of Neurosurgery Pediatrics","topic":"Fetal and Pediatric Neurological Disorders","field":"Medicine","cited_by":16,"is_retracted":false,"has_abstract":true,"ca_institutions":"Columbia College; St. Michael's Hospital","funders":"","keywords":"Ventriculomegaly; Medicine; Gestational age; Magnetic resonance imaging; Logistic regression; Shunt (medical); Prenatal diagnosis; Radiology; Concomitant; Fetus; Cardiology; Pregnancy; 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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006104409,0.000188063,0.000425184,0.0003391948,0.000121278,0.00004783758,0.00009407524,0.0000682096,0.00001038771],"category_scores_gemma":[0.001077053,0.0001155685,0.0002981531,0.000514843,0.00006652554,0.0001191378,0.00002672871,0.0004360758,0.000002829518],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003088202,"about_ca_system_score_gemma":0.00006495063,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":9.380396e-7,"about_ca_topic_score_gemma":2.261036e-8,"domain_scores_codex":[0.9981959,0.0001010557,0.0006701718,0.0002053993,0.000543858,0.0002835505],"domain_scores_gemma":[0.9977557,0.001321684,0.00044972,0.0001380061,0.0001611334,0.0001737475],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.02307385,0.001364133,0.8004249,0.0003271062,0.00005313545,0.00627227,0.0002356359,0.001490041,0.0001216781,0.0005551627,0.05016162,0.1159205],"study_design_scores_gemma":[0.009537872,0.003812331,0.970567,0.0000407416,0.0007234766,0.001664414,0.0000318957,0.002808529,0.00003879368,0.0006804809,0.009859047,0.0002353936],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9756572,0.01419249,0.0004372409,0.008253646,0.0006453808,0.0006438191,0.00003219572,0.00001991317,0.0001181014],"genre_scores_gemma":[0.9950643,0.001474274,0.0000633891,0.002173323,0.001125852,0.000004485424,0.00001141143,0.00001403231,0.0000689541],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1701421,"threshold_uncertainty_score":0.4712748,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01050880361745543,"score_gpt":0.2334396465602123,"score_spread":0.2229308429427569,"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."}}