{"id":"W3006588882","doi":"10.1002/uog.21990","title":"International standards for fetal brain structures based on serial ultrasound measurements from Fetal Growth Longitudinal Study of<scp>INTERGROWTH</scp>‐21<sup>st</sup>Project","year":2020,"lang":"en","type":"article","venue":"Ultrasound in Obstetrics and Gynecology","topic":"Fetal and Pediatric Neurological Disorders","field":"Medicine","cited_by":31,"is_retracted":false,"has_abstract":true,"ca_institutions":"Hospital for Sick Children","funders":"University of Oxford; Universidade Federal de Pelotas; National Institute for Health and Care Research; University of Washington; Bill and Melinda Gates Foundation","keywords":"Fetus; Ultrasound; Gestational age; 3D ultrasound; Intrauterine growth restriction; Medicine; Fetal head; Population; Pregnancy; Generation R; Ventricle; Gestation; Longitudinal study; Cisterna magna; Cohort; Obstetrics; Anatomy; Prospective cohort study; Internal medicine; Radiology; Pathology; Cerebrospinal fluid; Biology","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":[0.01883135,0.0009219847,0.0005457376,0.004902923,0.0007743572,0.001414091,0.002256815,0.0007192803,0.00119813],"category_scores_gemma":[0.03849186,0.0003258379,0.0008781202,0.002949293,0.0007267316,0.0007045221,0.001949474,0.001054368,0.0005877611],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001812934,"about_ca_system_score_gemma":0.001579355,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01105509,"about_ca_topic_score_gemma":0.012774,"domain_scores_codex":[0.9852642,0.006450661,0.0025089,0.001557028,0.003872902,0.0003463533],"domain_scores_gemma":[0.9627461,0.008609004,0.009691048,0.005152618,0.01297913,0.000822156],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0005001531,0.00009124183,0.9400136,0.0002284371,0.0001629329,0.00008030621,0.0009132854,0.002345497,0.001221522,0.002408234,0.00783464,0.0442001],"study_design_scores_gemma":[0.00007642493,0.0003951562,0.975525,0.000183098,0.00009711907,0.0003293144,0.0006714154,0.00430574,0.002415543,0.001223474,0.01474025,0.00003736832],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7903447,0.003524034,0.1187756,0.001217826,0.0005280425,0.002966807,0.05140631,0.001052725,0.03018402],"genre_scores_gemma":[0.8161358,0.0007547779,0.1285079,0.0002083928,0.0001060708,0.006522323,0.04364634,0.0002855137,0.003832929],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01883135,"threshold_uncertainty_score":0.0995909,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03884184895569154,"score_gpt":0.2887857308273373,"score_spread":0.2499438818716458,"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."}}