{"id":"W4406690969","doi":"10.1212/wnl.0000000000210170","title":"Peripartum Mental Illness in Mothers With Multiple Sclerosis and Other Chronic Diseases in Ontario, Canada","year":2025,"lang":"en","type":"article","venue":"Neurology","topic":"Maternal Mental Health During Pregnancy and Postpartum","field":"Medicine","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"St. Michael's Hospital; University of Waterloo; University of Toronto; University of Manitoba; Dalhousie University","funders":"Canadian Institutes of Health Research; EMD Serono; Karolinska Institutet; University of Toronto; Public Health Agency; Multiple Sclerosis Society; Ontario Ministry of Health and Long-Term Care; Alzheimer Society; Arthritis Society; Pfizer Foundation; Public Health Agency of Canada; Alexion Pharmaceuticals; Biogen; U.S. Department of Defense; European Genomic Institute for Diabetes; Sanofi; Vetenskapsrådet; Pfizer; Amgen","keywords":"Multiple sclerosis; Medicine; Mental illness; Psychiatry; Pediatrics; Mental health","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"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":[0.0003977538,0.0002053612,0.0002929955,0.0008143061,0.002748052,0.000683936,0.0008372666,0.0002776826,0.002367117],"category_scores_gemma":[0.001736643,0.0002925573,0.0004247028,0.002278193,0.0004275646,0.0002954384,0.0008487388,0.000507394,0.0001668631],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.03109838,"about_ca_system_score_gemma":0.03921514,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9963813,"about_ca_topic_score_gemma":0.9979209,"domain_scores_codex":[0.9993962,0.00004916815,0.00004419189,0.00008153978,0.0001749724,0.0002539229],"domain_scores_gemma":[0.998225,0.0001135833,0.0005088144,0.00003899692,0.0006375422,0.000475959],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00003675319,0.00001718613,0.9907063,0.00006054118,0.00002330539,0.0002280377,0.001232296,0.00005249827,0.000114172,0.00009558753,0.002246337,0.005187143],"study_design_scores_gemma":[0.000007407154,0.00001268567,0.9968963,0.0000833057,0.00001631512,0.00009683105,0.001431823,0.000132278,0.00002894721,0.00002314209,0.001265215,0.000005876565],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9811535,0.002928396,0.0001733629,0.002219138,0.00004990409,0.00009730723,0.007135677,0.00001969645,0.006223116],"genre_scores_gemma":[0.9935129,0.002338503,0.0003209414,0.000395259,0.0000179341,0.00005046728,0.00157151,0.000005368128,0.001787132],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03109838,"threshold_uncertainty_score":0.2256356,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01232545880912061,"score_gpt":0.2326670980702044,"score_spread":0.2203416392610838,"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."}}