{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001701676,0.0001948995,0.0002502402,0.0006442589,0.0003109201,0.0003557091,0.0002743524,0.0004260913,0.000854202],"category_scores_gemma":[0.005720843,0.0002182701,0.0002846669,0.0005731464,0.0001593115,0.0003357474,0.0003327533,0.0005694798,0.0002121263],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002039132,"about_ca_system_score_gemma":0.0003628437,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004705902,"about_ca_topic_score_gemma":0.003012805,"domain_scores_codex":[0.9991874,0.0003065361,0.00006219722,0.0001783079,0.0001425482,0.0001229614],"domain_scores_gemma":[0.9964791,0.0008748203,0.001412507,0.0003634898,0.0004344408,0.0004357227],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001522463,0.00002481859,0.9987072,0.000002197758,0.00002845612,0.00004584473,0.00004979285,0.00001700105,0.0001864836,0.000007000037,0.00002392804,0.0007550746],"study_design_scores_gemma":[0.000008222022,0.0002335171,0.9992166,0.000003597163,0.00001766558,0.000172816,0.0000484548,0.0001161475,0.00006943643,0.000007394151,0.0001035362,0.000002627215],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.999238,0.0001684463,0.0001318189,0.00002190246,0.000003519139,0.000006341346,0.0002614137,0.000003868742,0.0001646579],"genre_scores_gemma":[0.9992385,0.00007255242,0.00009566604,0.00001388981,0.000007426193,0.00001386056,0.0003906051,0.000002128466,0.0001654003],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004705902,"threshold_uncertainty_score":0.009357035,"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."}}