{"id":"W4412072012","doi":"10.1177/13524585251349125","title":"Four years on: Pregnancy and birth outcomes reported in the MSBase pregnancy, neonatal outcomes, and Women’s Health Registry (2020–2024)","year":2025,"lang":"en","type":"article","venue":"Multiple Sclerosis Journal","topic":"Multiple Sclerosis Research Studies","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Centre intégré de santé et de services sociaux de Chaudière-Appalaches; Cegep de Saint Jerome; Centre Hospitalier Universitaire de Sherbrooke; St. Michael's Hospital; Université de Montréal","funders":"Cliniques Universitaires Saint-Luc; UCB Pharma; Sanofi Genzyme; Trish Multiple Sclerosis Research Foundation; MedDay Pharmaceuticals; CinnaGen; Cilag; Ingham Institute for Applied Medical Research; Mitsubishi Tanabe Pharma Corporation; Sultan Qaboos University; Sanofi; Multiple Sclerosis International Federation; Razi University; Eisai; Monash University; H. Lundbeck A/S; Alexion Pharmaceuticals; University of New South Wales; Multiple Sclerosis Australia; Medical Research Council; Neuraxpharm; Teva Pharmaceutical Industries; Celgene; Biogen; Faculty of Medicine and Health, University of Sydney; Cairo University; Yeditepe Üniversitesi; European Commission; World Health Organization; Bristol-Myers Squibb; Eli Lilly and Company; National Health and Medical Research Council; AstraZeneca; American University of Beirut; Amgen","keywords":"Medicine; Pregnancy; Neuromyelitis optica; Gestation; Obstetrics; Multiple sclerosis; Pediatrics; Immunology","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00162206,0.0004578872,0.001045651,0.0005000234,0.0005764975,0.000254698,0.0003478097,0.0001522229,0.00007478122],"category_scores_gemma":[0.003498001,0.0003060035,0.0001956614,0.0006350084,0.0003554073,0.0002157552,0.0003070596,0.001474731,0.000006312291],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005090737,"about_ca_system_score_gemma":0.0004341846,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002771602,"about_ca_topic_score_gemma":0.0003958277,"domain_scores_codex":[0.9956365,0.0004427824,0.001124855,0.0007058594,0.001055672,0.001034345],"domain_scores_gemma":[0.9971591,0.0009210157,0.0004345874,0.0008339558,0.0001645758,0.0004867663],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002441833,0.0003161791,0.861731,0.0003161883,0.0003445182,0.0004685316,0.00289285,0.000007040564,0.0001244473,0.00002192579,0.004337239,0.1291959],"study_design_scores_gemma":[0.008552622,0.0004169005,0.979675,0.005098606,0.0000356858,0.0002400059,0.002621321,0.0002246575,0.00001896606,0.00007234118,0.002806699,0.0002372138],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9685957,0.009422477,0.00006002821,0.01948269,0.0005338263,0.001482745,0.00007712597,0.00006637356,0.0002790074],"genre_scores_gemma":[0.9783871,0.01580237,0.0008620976,0.002336322,0.00008555886,0.0002559469,0.00000802009,0.00004290293,0.00221966],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1289587,"threshold_uncertainty_score":0.9999392,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0805820683593326,"score_gpt":0.3311113671733087,"score_spread":0.2505292988139761,"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."}}