{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.0002630842,0.00009384546,0.0003472212,0.0003062684,0.00006378795,0.0000227937,0.00005104231,0.0001438621,0.00005009327],"category_scores_gemma":[0.0215224,0.00009575902,0.000050254,0.0006697775,0.00006937405,0.0001830073,0.00008653288,0.0001110869,0.000001169151],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006505155,"about_ca_system_score_gemma":0.0001214044,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001184133,"about_ca_topic_score_gemma":0.00003875751,"domain_scores_codex":[0.999127,0.00003843784,0.0003462837,0.000205828,0.00009513523,0.000187374],"domain_scores_gemma":[0.9895324,0.0100602,0.0001004513,0.0001133711,0.0001265472,0.00006702212],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003513073,0.0005945002,0.9741772,0.0004304417,0.00005261051,0.0003755276,0.0004358896,0.00004433702,0.005078645,0.004077814,0.0004789036,0.01390287],"study_design_scores_gemma":[0.003621244,0.0005052068,0.9886189,0.00008009093,0.00005991705,0.0003062685,0.0009792678,0.0006152856,0.0005101126,0.0005522313,0.004017762,0.0001337383],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9959792,0.00236282,0.0001672118,0.0002352009,0.0004803633,0.000459705,0.00003834284,0.000004791777,0.0002723449],"genre_scores_gemma":[0.9970055,0.001834095,0.0006979606,0.0001573221,0.00001332203,0.00001687097,0.0001738505,0.00000711266,0.00009397792],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02125931,"threshold_uncertainty_score":0.9867197,"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."}}