{"id":"W4220869124","doi":"10.1038/d41586-022-00808-x","title":"The quest to prevent MS — and understand other post-viral diseases","year":2022,"lang":"en","type":"article","venue":"Nature","topic":"Multiple Sclerosis Research Studies","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":false,"ca_institutions":"World Federation of Science Journalists","funders":"","keywords":"Multiple sclerosis; Virology; Viral infection; Term (time); Medicine; Immunology; Virus","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.005583175,0.0003495857,0.0008658692,0.001374831,0.001234905,0.002954794,0.0006144652,0.002614937,0.01093786],"category_scores_gemma":[0.009592961,0.0001662685,0.0004984451,0.001260448,0.002245836,0.004671053,0.001127618,0.002874202,0.001618994],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001521864,"about_ca_system_score_gemma":0.005105015,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004220238,"about_ca_topic_score_gemma":0.009862887,"domain_scores_codex":[0.9970085,0.001875732,0.0001967157,0.0002001454,0.0005349102,0.0001839827],"domain_scores_gemma":[0.9896606,0.005621167,0.00173761,0.0009421632,0.00121242,0.0008260462],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.001668404,0.002060426,0.07172189,0.007316588,0.001361802,0.0005759845,0.003683992,0.0004541606,0.01084024,0.1256557,0.1533388,0.621322],"study_design_scores_gemma":[0.0003473345,0.001582452,0.12526,0.007464877,0.0006815135,0.001445781,0.008105969,0.0002710678,0.003436638,0.1331864,0.7181348,0.00008319535],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.04856898,0.3849563,0.001913162,0.5050389,0.007223586,0.00009428171,0.0009471448,0.00008497084,0.05117263],"genre_scores_gemma":[0.3816381,0.4098717,0.006172939,0.1536933,0.02288636,0.0002210037,0.0006406075,0.00005874198,0.02481719],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.01093786,"threshold_uncertainty_score":0.03659081,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01862004426746869,"score_gpt":0.3263015804961942,"score_spread":0.3076815362287255,"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."}}