{"id":"W4413905866","doi":"10.1159/000547995","title":"Prediction of Dual Twin Survival after Laser for Twin-to-Twin Transfusion Syndrome","year":2025,"lang":"en","type":"article","venue":"Fetal Diagnosis and Therapy","topic":"Assisted Reproductive Technology and Twin Pregnancy","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Centre Hospitalier Universitaire Sainte-Justine","funders":"","keywords":"Medicine; Twin Twin Transfusion Syndrome; Ductus venosus; Umbilical artery; Retrospective cohort study; Birth weight; Cohort; Fetal weight; Placenta; Obstetrics; Fetus; Internal medicine; Cardiology; Pregnancy","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":[0.0001956703,0.000160187,0.0003655592,0.0001830262,0.00007609424,0.000006518497,0.00005053142,0.0001946623,0.0001016533],"category_scores_gemma":[0.00005868986,0.0001265124,0.0001417691,0.000259313,0.0001178837,0.00006252008,0.00002370363,0.0001422014,0.000003463888],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001784704,"about_ca_system_score_gemma":0.00003075027,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001762393,"about_ca_topic_score_gemma":0.000007563276,"domain_scores_codex":[0.9990105,0.00003905466,0.0002533469,0.0003941378,0.000120319,0.0001826656],"domain_scores_gemma":[0.9994286,0.0001084451,0.00004118445,0.0002764447,0.00008852921,0.00005678047],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.004190931,0.002197612,0.7780907,0.000401352,0.0008990395,0.00007571129,0.0005056866,0.000004548778,0.009397362,0.001211531,0.001436854,0.2015887],"study_design_scores_gemma":[0.003416882,0.002000521,0.9461168,0.0005967116,0.0001480882,0.00002592658,0.00007948144,0.00001318634,0.03471185,0.001158954,0.01160571,0.0001258815],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9897282,0.004598172,0.0005695751,0.002781691,0.0005691309,0.00116556,0.0001108371,0.0000804819,0.0003963357],"genre_scores_gemma":[0.9953368,0.002656162,0.0002838144,0.0003262683,0.00007117747,0.0006677058,0.0000222805,0.00001765535,0.0006181068],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2014628,"threshold_uncertainty_score":0.5159026,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02275593772918839,"score_gpt":0.272882327430263,"score_spread":0.2501263897010746,"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."}}