{"id":"W3201215435","doi":"10.1002/uog.24767","title":"Correlation of fetal ventricular size and need for postnatal cerebrospinal fluid diversion surgery in open spina bifida","year":2021,"lang":"en","type":"article","venue":"Ultrasound in Obstetrics and Gynecology","topic":"Spinal Dysraphism and Malformations","field":"Medicine","cited_by":12,"is_retracted":false,"has_abstract":true,"ca_institutions":"Hospital for Sick Children; Centre for Social Innovation; University of Toronto; SickKids Foundation; Mount Sinai Hospital","funders":"","keywords":"Medicine; Ventriculomegaly; Fetal surgery; Spina bifida; Fetus; Hydrocephalus; Prenatal diagnosis; In utero; Surgery; Cerebrospinal fluid; Pregnancy; Obstetrics; 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":[0.0003507597,0.0001480647,0.0001532337,0.0005153396,0.0001436379,0.0002302539,0.0002142993,0.0003401859,0.001313248],"category_scores_gemma":[0.003672019,0.000141132,0.000196505,0.0002192823,0.0002331823,0.0001905741,0.0002266642,0.0004335145,0.0001280865],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001353464,"about_ca_system_score_gemma":0.0001702286,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001363925,"about_ca_topic_score_gemma":0.001043994,"domain_scores_codex":[0.9997814,0.00005164511,0.00003011746,0.00005910969,0.00004498912,0.00003276586],"domain_scores_gemma":[0.9974947,0.0008958362,0.001089117,0.000104239,0.0001286786,0.0002875307],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00004703085,0.000007310353,0.9985788,0.000002353185,0.0000061643,0.0001499839,0.00002152363,0.0000261371,0.0002548681,0.000004936743,0.000008847855,0.0008920177],"study_design_scores_gemma":[0.000001320841,0.00007063281,0.9983498,0.000004194311,0.000005621619,0.001273012,0.00004558267,0.0001070429,0.00009847124,0.000005540722,0.00003735116,0.000001368668],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9996151,0.0001732217,0.00004993655,0.00001259262,0.000001959467,0.000001010837,0.00003740428,0.0000017798,0.0001070262],"genre_scores_gemma":[0.9997442,0.00008531054,0.00006382674,0.000002223366,0.000003166547,0.000001991042,0.00005695729,9.890931e-7,0.0000412997],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001363925,"threshold_uncertainty_score":0.00439322,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01526682866401366,"score_gpt":0.259188634444639,"score_spread":0.2439218057806254,"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."}}