{"id":"W2546885693","doi":"10.1002/pd.4956","title":"Prediction of neonatal outcome of TTTS by fetal heart and Doppler ultrasound parameters before and after laser treatment","year":2016,"lang":"en","type":"article","venue":"Prenatal Diagnosis","topic":"Assisted Reproductive Technology and Twin Pregnancy","field":"Medicine","cited_by":23,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Montréal; Centre Hospitalier Universitaire Sainte-Justine","funders":"","keywords":"Medicine; Doppler ultrasound; Doppler effect; Ultrasound; Fetus; Obstetrics; Laser Doppler velocimetry; Neonatology; Outcome (game theory); Cardiology; Pregnancy; Internal medicine; Radiology; Biology; Physics; Blood flow; Mathematics","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":[0.00006418205,0.0001503495,0.0003158414,0.00008246566,0.00002599409,0.000002784573,0.0000322152,0.0001391118,0.00006621434],"category_scores_gemma":[0.0001616519,0.00009151064,0.00007039052,0.00006789925,0.0004571855,0.0001290902,0.00004515339,0.00006701117,0.000002460395],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002793836,"about_ca_system_score_gemma":0.000009812801,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004162416,"about_ca_topic_score_gemma":0.0000163255,"domain_scores_codex":[0.9991213,0.00002406703,0.0002523504,0.0003356211,0.0001196475,0.0001469775],"domain_scores_gemma":[0.999375,0.000164851,0.0000813813,0.0002641267,0.0000418644,0.00007273718],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001721777,0.0002086755,0.9682718,0.000116455,0.0001578282,0.000008017538,0.0001512809,4.855566e-8,0.001455043,0.00001426449,0.0001971951,0.0292472],"study_design_scores_gemma":[0.001687941,0.0009973844,0.8169752,0.0002722833,0.0002151482,0.0001422492,0.00004963605,0.000001290843,0.1791106,0.0001622307,0.0003141802,0.00007180763],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9957832,0.002103943,0.00005400201,0.0008632499,0.00007031987,0.0003867687,0.0006646561,0.00004100044,0.00003292117],"genre_scores_gemma":[0.9984592,0.0004485363,0.0006871984,0.00002645879,0.0000165456,0.0001324917,0.00002892223,0.00001363803,0.0001869713],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1776556,"threshold_uncertainty_score":0.3731696,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01557686786809113,"score_gpt":0.2465086083390955,"score_spread":0.2309317404710044,"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."}}