{"id":"W4366978048","doi":"10.1016/j.ejogrb.2023.04.006","title":"Fetal Doppler in monochorionic pregnancies complicated by twin-to-twin transfusion syndrome and selective in utero growth restriction","year":2023,"lang":"en","type":"article","venue":"European Journal of Obstetrics & Gynecology and Reproductive Biology","topic":"Assisted Reproductive Technology and Twin Pregnancy","field":"Medicine","cited_by":8,"is_retracted":false,"has_abstract":false,"ca_institutions":"Centre Hospitalier Universitaire Sainte-Justine","funders":"","keywords":"Ductus venosus; Medicine; Cardiology; Intrauterine growth restriction; Internal medicine; Monochorionic twins; Fetoscopy; Twin Pregnancy; Polyhydramnios; Obstetrics; Fetus; Pregnancy; Prenatal diagnosis","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":[],"consensus_categories":[],"category_scores_codex":[0.001553594,0.0002594237,0.0006981668,0.001695024,0.0001290117,0.000008006771,0.0001646548,0.0002513628,0.000005868339],"category_scores_gemma":[0.004697076,0.0002139971,0.00006846546,0.002338743,0.0004951457,0.0001373702,0.0001450677,0.001109881,0.0000136019],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001789621,"about_ca_system_score_gemma":0.00008020744,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001177016,"about_ca_topic_score_gemma":0.00000513099,"domain_scores_codex":[0.996932,0.0008897037,0.0007547439,0.0008833393,0.0001070491,0.000433105],"domain_scores_gemma":[0.9983824,0.0005683738,0.0003216669,0.0003044113,0.0002950038,0.0001280695],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0009489294,0.000749686,0.9069237,0.0001094224,0.0003267778,0.004567935,0.002090473,0.00002885966,0.05530043,0.0007289247,0.0008978033,0.0273271],"study_design_scores_gemma":[0.002721302,0.003512556,0.9853674,0.00018371,0.00006760141,0.003344257,0.0003765514,0.000009943731,0.001996158,0.001577579,0.000638435,0.0002044845],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9855168,0.009051273,0.0002266883,0.003334271,0.0009025082,0.0006150589,0.000008516207,0.00006313623,0.0002817689],"genre_scores_gemma":[0.9929086,0.006396981,0.0003489196,0.00008763466,0.00006778842,0.00001370437,0.0000143663,0.00003015375,0.0001318285],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.07844377,"threshold_uncertainty_score":0.8726549,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01734335462596184,"score_gpt":0.2574601688976694,"score_spread":0.2401168142717076,"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."}}