{"id":"W2482129656","doi":"10.1002/uog.17215","title":"Longitudinal study of computerized cardiotocography in early fetal growth restriction","year":2016,"lang":"en","type":"article","venue":"Ultrasound in Obstetrics and Gynecology","topic":"Neonatal and fetal brain pathology","field":"Medicine","cited_by":46,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Medizinische Universität Graz; Università degli Studi di Roma Tor Vergata; Universitair Medisch Centrum Utrecht; ZonMw; Universiteit Maastricht; Lunds Universitet; Università degli Studi di Torino; University of Toronto; University College London; Università degli Studi di Napoli Federico II; Imperial College London; Imperial College Healthcare NHS Trust; National Institute for Health and Care Research; Karl-Franzens-Universität Graz; Maastricht Universitair Medisch Centrum; NIHR Biomedical Research Centre, Royal Marsden NHS Foundation Trust/Institute of Cancer Research; Università degli Studi di Milano","keywords":"Medicine; Cardiotocography; Fetal distress; Ductus venosus; Proportional hazards model; Fetal heart rate; Fetus; Pediatrics; Obstetrics; Pregnancy; Internal medicine; Heart rate; Blood pressure","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000227505,0.0001307819,0.0004898467,0.0007238657,0.0000265047,0.000005545572,0.00007237886,0.0001554435,0.00001217933],"category_scores_gemma":[0.005571167,0.00009689972,0.00005831768,0.0008771973,0.0001558532,0.00007341007,0.00005221802,0.0001678186,0.000002943991],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005624185,"about_ca_system_score_gemma":0.00002548147,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002499602,"about_ca_topic_score_gemma":0.00009167243,"domain_scores_codex":[0.9987308,0.0001259772,0.0004112032,0.0003409065,0.0001367215,0.0002544312],"domain_scores_gemma":[0.9897695,0.009823488,0.0000943016,0.0001661383,0.0000764591,0.00007012793],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001366393,0.0006471039,0.9806122,0.00002698164,0.0000333738,0.0002345925,0.000316379,4.29884e-7,0.002938972,0.0005134098,0.00001147231,0.01452851],"study_design_scores_gemma":[0.006838016,0.002663796,0.9884749,0.00002211915,0.00002504448,0.0001006933,0.0001725466,0.000003307826,0.00006586423,0.001118329,0.0004115914,0.0001038016],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9976227,0.0003307,0.000155269,0.00007949806,0.0006062341,0.0008036435,0.000009341316,0.00001440333,0.0003781707],"genre_scores_gemma":[0.9986895,0.0009148269,0.0002279379,0.00004603166,0.00003178073,0.00004962672,0.000004081244,0.00000978541,0.0000264717],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01442471,"threshold_uncertainty_score":0.666961,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01746703260769486,"score_gpt":0.2561438987517125,"score_spread":0.2386768661440176,"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."}}