{"id":"W4409591550","doi":"10.1177/13524585251330109","title":"Risk factors for incident peripartum mental illness in multiple sclerosis","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":"University of Waterloo; University of Toronto; St. Michael's Hospital; University of Manitoba; Dalhousie University","funders":"Multiple Sclerosis Society of Canada","keywords":"Medicine; Anxiety; Incidence (geometry); Depression (economics); Mental illness; Poisson regression; Comorbidity; Population; Psychiatry; Mental health; Rate ratio","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":[0.0002104893,0.0001159589,0.0001324642,0.0004316685,0.0004462624,0.0003287111,0.0002330721,0.0002046573,0.001796069],"category_scores_gemma":[0.001425936,0.0001256599,0.0001741469,0.0005383907,0.0001705204,0.0001305165,0.0002978327,0.0003975641,0.0001024316],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009451966,"about_ca_system_score_gemma":0.0009228684,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.1021077,"about_ca_topic_score_gemma":0.1218064,"domain_scores_codex":[0.9998106,0.00003275557,0.0000160674,0.0000281405,0.0000611359,0.00005125091],"domain_scores_gemma":[0.9993706,0.00005906934,0.0003824858,0.00001756356,0.00006268553,0.0001075556],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00001528498,0.000007085237,0.9987877,0.000006591828,0.00001186232,0.0000677897,0.00005791243,0.0000118304,0.00006337307,0.000008245436,0.00009727741,0.0008651059],"study_design_scores_gemma":[9.138192e-7,0.00001155268,0.9995452,0.00001024704,0.00000589018,0.0001698402,0.00008955839,0.00005418327,0.00001334829,0.000006936431,0.00009140066,9.34697e-7],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9978353,0.000765899,0.00006003102,0.0002011788,0.000006583627,0.00000923082,0.0004053275,0.000005456452,0.0007109378],"genre_scores_gemma":[0.9993495,0.0002911329,0.00006057061,0.00001971957,0.000005812862,0.000005067081,0.0001670417,8.72994e-7,0.0001002279],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1021077,"threshold_uncertainty_score":0.2030267,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1123753266086848,"score_gpt":0.3232877291034818,"score_spread":0.210912402494797,"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."}}