{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008563979,0.0002933384,0.0002611898,0.000976985,0.000190523,0.0004183767,0.0003056279,0.0002435445,0.0009016787],"category_scores_gemma":[0.003671937,0.0001401392,0.0003416484,0.0005049047,0.0002191435,0.000246681,0.0003606904,0.0003643123,0.0001475973],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001647317,"about_ca_system_score_gemma":0.0002648813,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009090049,"about_ca_topic_score_gemma":0.0007712359,"domain_scores_codex":[0.9997347,0.00009301087,0.00003396929,0.00004930272,0.000060528,0.00002846191],"domain_scores_gemma":[0.9982565,0.0006487154,0.0007311055,0.00008189253,0.0001142217,0.0001675011],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0000728505,0.000006375441,0.9983624,0.000002443102,0.000009249482,0.00003868319,0.00001149026,0.0001445978,0.00007773065,0.000009476705,0.00001934029,0.001245259],"study_design_scores_gemma":[0.00001380075,0.0002217425,0.988613,0.00001784032,0.00007254675,0.001455829,0.0001332231,0.008607298,0.0005552117,0.0001639798,0.0001365073,0.00000908392],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9992499,0.0001265741,0.0003729694,0.00002201274,0.00000368468,0.000003640877,0.00006545163,0.00000484259,0.0001507517],"genre_scores_gemma":[0.9996698,0.00004719255,0.0001611611,0.00000236774,0.000002882855,0.000002013684,0.0000840315,8.586614e-7,0.00002962927],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.000976985,"threshold_uncertainty_score":0.004529119,"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."}}