{"id":"W4414168245","doi":"10.1001/jamanetworkopen.2025.31581","title":"Pregnancy-Related Disease Outcomes in Women With Moderate to Severe Multiple Sclerosis Disability","year":2025,"lang":"en","type":"article","venue":"JAMA Network Open","topic":"Multiple Sclerosis Research Studies","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Centre Hospitalier de l’Université de Montréal","funders":"","keywords":"Multiple sclerosis; Cohort; Pregnancy; Disease; Cohort study; Incidence (geometry); Young adult","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":[0.0008488403,0.0001547586,0.0001971619,0.0003213462,0.0002251478,0.0003081911,0.0002053769,0.0003208943,0.0007168326],"category_scores_gemma":[0.003471852,0.0001609296,0.0002755002,0.0005708533,0.0001960125,0.0002947114,0.000320627,0.0003812885,0.00009285133],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002213748,"about_ca_system_score_gemma":0.0002817304,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003402076,"about_ca_topic_score_gemma":0.003526222,"domain_scores_codex":[0.9996238,0.0001589822,0.00003658939,0.0000744548,0.00004744498,0.00005872959],"domain_scores_gemma":[0.9989973,0.0002230043,0.0006127778,0.00005439685,0.00003550638,0.00007698257],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001546699,0.00001107603,0.9979805,0.000008706868,0.00002792547,0.00008620095,0.00004779994,0.00003008771,0.0000700456,0.00002039548,0.00005842552,0.00150404],"study_design_scores_gemma":[0.00000840954,0.000121945,0.9988012,0.00002112558,0.00002926417,0.0005178298,0.00008112362,0.0001650137,0.00004434068,0.00004267045,0.0001640155,0.00000302956],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9977884,0.001108513,0.0001046843,0.0001126092,0.000007390502,0.0000111149,0.0004121266,0.000003491762,0.0004515845],"genre_scores_gemma":[0.999339,0.000304747,0.00006499759,0.00002759962,0.000006417687,0.00001117909,0.0001760005,9.512822e-7,0.0000689356],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003402076,"threshold_uncertainty_score":0.006764591,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04785242117360307,"score_gpt":0.3177163419537398,"score_spread":0.2698639207801367,"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."}}