{"id":"W4293162197","doi":"10.26685/urncst.364","title":"Immunosenescence and Multiple Sclerosis: A Literature Review","year":2022,"lang":"en","type":"review","venue":"Undergraduate Research in Natural and Clinical Science and Technology (URNCST) Journal","topic":"Neuroinflammation and Neurodegeneration Mechanisms","field":"Neuroscience","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Immunosenescence; Multiple sclerosis; Inflammation; Neuroscience; Experimental autoimmune encephalomyelitis; Disease; Pathophysiology; Medicine; Immunology; Biology; Immune system; Pathology","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":[0.001936006,0.001112822,0.003151427,0.01937633,0.0007640375,0.002186923,0.00139009,0.001663229,0.006389514],"category_scores_gemma":[0.008298086,0.0005757542,0.002899014,0.02041298,0.0007075273,0.002350183,0.001230876,0.001040333,0.0005974814],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002151831,"about_ca_system_score_gemma":0.007915098,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005192123,"about_ca_topic_score_gemma":0.01028079,"domain_scores_codex":[0.9983851,0.0003420742,0.0006950856,0.0001755239,0.0003155756,0.00008663198],"domain_scores_gemma":[0.990457,0.006568145,0.001780818,0.00008840419,0.0009280159,0.0001775887],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001273579,0.00003925744,0.001327566,0.8259192,0.001516791,0.0007718285,0.0005596608,0.0001633252,0.0003439033,0.001017021,0.009901831,0.1583122],"study_design_scores_gemma":[0.00006630673,0.0001604553,0.007727975,0.8564551,0.0138218,0.003461142,0.0009448128,0.0001007832,0.0002309427,0.001223925,0.1157452,0.00006158386],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0004566193,0.998539,0.00004510435,0.0003466335,0.0001126497,0.00003675381,0.0001603885,0.000003877671,0.0002989103],"genre_scores_gemma":[0.002863676,0.9963408,0.0001660857,0.0002760622,0.0001021072,0.00005033045,0.0001173412,0.000001414896,0.0000821483],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.01937633,"threshold_uncertainty_score":0.02137512,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2352853786301004,"score_gpt":0.4469027067331017,"score_spread":0.2116173281030014,"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."}}