{"id":"W4410359712","doi":"10.1159/000546365","title":"Pre-operative Predictors of Survival in Twin-Twin Transfusion Syndrome Undergoing Fetoscopic Laser Treatment","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":"Mount Sinai Hospital","funders":"National Center for Advancing Translational Sciences","keywords":"Medicine; Gestational age; Obstetrics; Logistic regression; Fetus; Prospective cohort study; Percentile; Fetoscopy; Pregnancy; Internal medicine; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004281082,0.0001523883,0.0001986432,0.0004631951,0.0002670914,0.0003449355,0.0002133075,0.000219047,0.001804136],"category_scores_gemma":[0.00266628,0.0001015468,0.0003040061,0.000422115,0.0002383496,0.0001987432,0.0002226875,0.0004006264,0.0001041948],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001643966,"about_ca_system_score_gemma":0.0002964081,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001672055,"about_ca_topic_score_gemma":0.001678403,"domain_scores_codex":[0.9997973,0.00005035971,0.00002512424,0.00004072183,0.000047032,0.00003940066],"domain_scores_gemma":[0.9980127,0.000523192,0.0009638937,0.00007723569,0.00008946347,0.0003334754],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0000786544,0.000006350645,0.9987716,0.000002913377,0.00001276281,0.00006971524,0.0000146617,0.00003907032,0.0001178661,0.000007162087,0.00001817095,0.0008610013],"study_design_scores_gemma":[0.000003627092,0.00008526701,0.9983243,0.00000703885,0.00002852997,0.0008905806,0.00005986332,0.0003481775,0.0001473834,0.00003865362,0.00006359099,0.000002976102],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9995351,0.0002010239,0.00006883664,0.00002033461,0.00000283424,0.00000124116,0.00005662299,0.000001720891,0.0001122552],"genre_scores_gemma":[0.999764,0.00007579503,0.00003685134,0.000003339708,0.00000405436,0.000001356661,0.00007982123,6.498078e-7,0.00003403206],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001804136,"threshold_uncertainty_score":0.006035447,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01618621407873202,"score_gpt":0.2885773019382664,"score_spread":0.2723910878595344,"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."}}