{"id":"W4281640815","doi":"10.1016/j.msard.2022.103932","title":"Multiple sclerosis incidence: A systematic review of change over time by geographical region","year":2022,"lang":"en","type":"review","venue":"Multiple Sclerosis and Related Disorders","topic":"Multiple Sclerosis Research Studies","field":"Medicine","cited_by":87,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of British Columbia","funders":"","keywords":"Incidence (geometry); Demography; Medicine; Population; Multiple sclerosis; Scopus; McDonald criteria; Systematic review; Pediatrics; MEDLINE; Geography; Environmental health","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":["metaepi_narrow"],"category_scores_codex":[0.001762596,0.001369207,0.007568015,0.000931209,0.0006119516,0.00006537095,0.0007095737,0.0009333045,0.0008427887],"category_scores_gemma":[0.004759553,0.001027052,0.002344715,0.002515254,0.0008653709,0.0002602642,0.0009864027,0.00190519,0.00006539829],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003379307,"about_ca_system_score_gemma":0.0001950912,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006711896,"about_ca_topic_score_gemma":0.0000336271,"domain_scores_codex":[0.990769,0.001435841,0.00309552,0.001640498,0.001932687,0.0011264],"domain_scores_gemma":[0.993413,0.002333858,0.001851257,0.001572406,0.0002246775,0.0006048224],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","study_design_scores_codex":[0.00006093588,0.0006685765,0.0005429904,0.8448969,0.002029775,0.000007921165,0.0002437194,1.792792e-7,0.00002908039,0.000002846771,0.005927888,0.1455892],"study_design_scores_gemma":[0.003084787,0.0004790412,0.0009553436,0.8653865,0.006845653,0.0000496166,0.0001102522,0.0003244835,0.000001542229,0.000003783397,0.121704,0.001054999],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0001704073,0.9860152,0.000003327636,0.0003775475,0.0002157721,0.01230247,0.0005050662,0.0002059636,0.0002042241],"genre_scores_gemma":[0.001098817,0.9918265,0.00005283646,0.0002857795,0.00005614847,0.004973392,0.001110449,0.000258099,0.0003380316],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.1445342,"threshold_uncertainty_score":0.9999059,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1116008434935732,"score_gpt":0.3133250691918504,"score_spread":0.2017242256982773,"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."}}