{"id":"W3032082124","doi":"10.1073/pnas.1912839117","title":"Inflammation-related plasma and CSF biomarkers for multiple sclerosis","year":2020,"lang":"en","type":"article","venue":"Proceedings of the National Academy of Sciences","topic":"Multiple Sclerosis Research Studies","field":"Medicine","cited_by":197,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Horizon 2020; Neuroförbundet; Vetenskapsrådet; Hjärnfonden; European Commission; Multiple Sclerosis Society of Canada","keywords":"Multiple sclerosis; Medicine; Cerebrospinal fluid; Biomarker; Natalizumab; Disease; Immunology; Internal medicine; Biology","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":[0.001877509,0.0007917627,0.0006103549,0.001710967,0.000492248,0.0008294848,0.0003563494,0.0007560318,0.001173482],"category_scores_gemma":[0.003326593,0.0003093383,0.0005575935,0.0009013398,0.0003871058,0.000465282,0.0005795139,0.0007007195,0.0004011864],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003380261,"about_ca_system_score_gemma":0.0004230062,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007580883,"about_ca_topic_score_gemma":0.001069072,"domain_scores_codex":[0.9988924,0.0002444607,0.0001850051,0.0002455312,0.0003299903,0.0001026402],"domain_scores_gemma":[0.9982216,0.0005228954,0.0005468806,0.000165086,0.0004098335,0.0001336428],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002063993,0.0002584682,0.7650028,0.0005335241,0.0004947623,0.002816516,0.0004166737,0.0005689248,0.1474043,0.0002012507,0.001928134,0.07831071],"study_design_scores_gemma":[0.0001171812,0.001444285,0.8981737,0.0001511192,0.0005188852,0.01107409,0.0002767583,0.001969772,0.07733013,0.0008222328,0.008039468,0.00008231044],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9780292,0.01271891,0.005316176,0.0005451539,0.0000913828,0.000100718,0.001299608,0.0001537699,0.00174507],"genre_scores_gemma":[0.988386,0.001774382,0.007380027,0.0002860546,0.0001407333,0.00009922306,0.001153111,0.00001973409,0.0007607678],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001877509,"threshold_uncertainty_score":0.009929359,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1448098749186786,"score_gpt":0.3350538699864254,"score_spread":0.1902439950677468,"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."}}