{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004999166,0.0001909896,0.000241036,0.0005316052,0.0002637219,0.0004590223,0.000200384,0.0002316738,0.002228063],"category_scores_gemma":[0.002577733,0.0001587762,0.0004609364,0.0005603096,0.0002017994,0.0001350613,0.0002904816,0.000272144,0.0001551595],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001561313,"about_ca_system_score_gemma":0.000258974,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005312681,"about_ca_topic_score_gemma":0.004708294,"domain_scores_codex":[0.9997299,0.00009847918,0.0000299352,0.0000582987,0.00004097729,0.00004237419],"domain_scores_gemma":[0.9975052,0.0004779087,0.001326622,0.0001262587,0.0001641405,0.0003999586],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000263102,0.000009345432,0.9978326,0.00001200552,0.0000794386,0.00006230238,0.00004681414,0.00002026467,0.0005361095,0.0000150968,0.00006069522,0.001062199],"study_design_scores_gemma":[0.000002104942,0.00003478613,0.9996089,0.000004607488,0.0000232493,0.0001378812,0.00002263005,0.00003230608,0.00003706239,0.0000100028,0.00008547425,9.500756e-7],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9983349,0.0008316204,0.000140508,0.00007330505,0.00002102489,0.000003090236,0.0002493414,0.000008084633,0.0003380292],"genre_scores_gemma":[0.9991058,0.0003260112,0.0001285967,0.00001093831,0.00001478754,0.000002738245,0.0001986729,0.000004671783,0.0002078343],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005312681,"threshold_uncertainty_score":0.01056349,"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."}}