{"id":"W4200041687","doi":"10.1177/20552173211065730","title":"Season of birth is associated with multiple sclerosis and disease severity","year":2021,"lang":"en","type":"article","venue":"Multiple Sclerosis Journal - Experimental Translational and Clinical","topic":"Multiple Sclerosis Research Studies","field":"Medicine","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Vetenskapsrådet; Hjärnfonden; Horizon 2020 Framework Programme; Knut och Alice Wallenbergs Stiftelse; Multiple Sclerosis Society of Canada","keywords":"Season of birth; Medicine; Multiple sclerosis; Incidence (geometry); Vitamin D and neurology; Breastfeeding; Population; Demography; Pediatrics; Cohort study; Disease; Cohort; Logistic regression; Internal medicine; Environmental health; Immunology","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0006802853,0.0003521862,0.0008421531,0.0001065051,0.0004819272,0.0001021867,0.0001085739,0.0001678878,0.0003449645],"category_scores_gemma":[0.001448026,0.0002805386,0.0003782539,0.0003019359,0.000814074,0.0003108168,0.0001155748,0.0006389152,0.00000360327],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006876173,"about_ca_system_score_gemma":0.0003478115,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000232934,"about_ca_topic_score_gemma":0.00007720354,"domain_scores_codex":[0.9964733,0.0003472728,0.0009793482,0.000627877,0.001121564,0.0004506834],"domain_scores_gemma":[0.9964795,0.001275541,0.0002761309,0.000239563,0.0005298052,0.001199495],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.003121411,0.002580701,0.9557819,0.00009013464,0.0009116017,0.00005325879,0.0007658104,0.000007185551,0.03083794,0.00003136605,0.0004805882,0.005338085],"study_design_scores_gemma":[0.01400995,0.0004447779,0.9711395,0.001041658,0.0001936902,0.00004288886,0.000721353,0.002348163,0.009333644,0.00006968354,0.0003530242,0.0003016611],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9886095,0.005445928,0.0001572704,0.004710304,0.0001078563,0.0004103692,0.0004213325,0.00003524574,0.0001022118],"genre_scores_gemma":[0.9916291,0.004083031,0.003181737,0.0006107345,0.0001914974,0.00002579969,0.00007712904,0.00004300469,0.0001580165],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0215043,"threshold_uncertainty_score":0.9999647,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1532550542364056,"score_gpt":0.3589084261877117,"score_spread":0.2056533719513061,"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."}}