{"id":"W4398137460","doi":"10.1002/uog.27701","title":"Enhanced recovery after fetal spina bifida surgery: global practice","year":2024,"lang":"en","type":"article","venue":"Ultrasound in Obstetrics and Gynecology","topic":"Enhanced Recovery After Surgery","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Centre for Social Innovation; University Health Network; University of Toronto; Mount Sinai Hospital","funders":"Uniklinikum Giessen und Marburg; Sociedade Beneficente Israelita Brasileira Albert Einstein; Cleveland Clinic","keywords":"Medicine; Spina bifida; Fetal surgery; Hysterotomy; Perioperative; Fetoscopy; Surgery; Laparotomy; Obstetrics; Pregnancy; Fetus; 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":["metaresearch","metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.000668998,0.0002784118,0.0006161599,0.0004860605,0.00004745033,0.0001222871,0.00007163588,0.0003704165,0.0003101123],"category_scores_gemma":[0.07018749,0.0002682594,0.0001908127,0.001576795,0.0001380623,0.0004866086,0.0000630541,0.0004740155,0.0001598527],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005146209,"about_ca_system_score_gemma":0.0003613356,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004874876,"about_ca_topic_score_gemma":0.00006557476,"domain_scores_codex":[0.9977292,0.0001578013,0.000575548,0.0006893654,0.0002570689,0.0005910216],"domain_scores_gemma":[0.9329182,0.0663749,0.00008980288,0.0003218454,0.0001120492,0.0001832012],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.001358686,0.0009492793,0.07476516,0.001135319,0.0005838022,0.009817009,0.0004370734,0.00002347094,0.004483956,0.00112636,0.006371502,0.8989484],"study_design_scores_gemma":[0.001720492,0.00139639,0.2059031,0.0007573017,0.0004262305,0.002999567,0.0005530189,0.0001609213,0.002582474,0.003366822,0.7788902,0.001243503],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9560603,0.02536247,0.0008932602,0.0007963702,0.008055922,0.0003410642,0.00004728741,0.0001239874,0.008319334],"genre_scores_gemma":[0.982053,0.01409622,0.0009000709,0.001669118,0.0001711529,0.00008273177,0.00004113625,0.0000357429,0.0009508436],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8977049,"threshold_uncertainty_score":0.9999769,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01036743533263286,"score_gpt":0.2705640121696441,"score_spread":0.2601965768370113,"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."}}