{"id":"W4390263231","doi":"10.1101/2023.12.25.23300524","title":"Pathogenesis of Multiple Sclerosis: Genetic, Environmental, and Random Mechanisms","year":2023,"lang":"en","type":"preprint","venue":"medRxiv","topic":"Multiple Sclerosis Research Studies","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Randomness; Disease; Population; Pathogenesis; Multiple sclerosis; Value (mathematics); Genetic predisposition; Biology; Medicine; Immunology; Environmental health; Statistics; Mathematics; Pathology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.004971035,0.0008209861,0.0006549116,0.00182691,0.0007479246,0.002466674,0.001408055,0.000763081,0.00222392],"category_scores_gemma":[0.01002715,0.0004550052,0.001210846,0.001230452,0.003724389,0.001505094,0.001726261,0.0008695202,0.0001753211],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002872039,"about_ca_system_score_gemma":0.00330993,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02056954,"about_ca_topic_score_gemma":0.02157258,"domain_scores_codex":[0.9966083,0.001675204,0.0001425408,0.0005039707,0.0008057447,0.0002642654],"domain_scores_gemma":[0.9950773,0.002835407,0.0009295341,0.0005596944,0.0004396595,0.0001584349],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0004785011,0.0002454401,0.4695203,0.0009016145,0.002081504,0.001535722,0.000849621,0.06546079,0.005195896,0.3916257,0.001319161,0.0607857],"study_design_scores_gemma":[0.0001531866,0.000501575,0.3834975,0.0004283719,0.001594003,0.002887271,0.001753133,0.1382497,0.002935904,0.4598866,0.007936312,0.0001762258],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"review","genre_scores_codex":[0.7168557,0.01373719,0.2315749,0.008037955,0.0001363868,0.000722502,0.001057553,0.000341767,0.02753602],"genre_scores_gemma":[0.9888468,0.001967979,0.007990192,0.0001763274,0.00005075352,0.00006704655,0.0001371064,0.00001022754,0.0007534283],"genre_candidate":"review","genre_consensus":null,"teacher_disagreement_score":0.02056954,"threshold_uncertainty_score":0.04089963,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09039440208442741,"score_gpt":0.2841365620893205,"score_spread":0.1937421600048931,"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."}}