{"id":"W4379600589","doi":"10.17879/freeneuropathology-2023-4675","title":"Multiple sclerosis: 2023 update","year":2023,"lang":"en","type":"article","venue":"PubMed","topic":"Multiple Sclerosis Research Studies","field":"Medicine","cited_by":16,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University; Montreal Neurological Institute and Hospital","funders":"","keywords":"Multiple sclerosis; Medicine; Disease; Demyelinating disease; Myelin oligodendrocyte glycoprotein; Demyelinating Disorder; Central nervous system; Immunology; Myelin; Glatiramer acetate; Neuroscience; Bioinformatics; Pathology; Experimental autoimmune encephalomyelitis; Internal medicine; Biology","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":[0.001294524,0.001070373,0.001347487,0.006091985,0.00039565,0.001976344,0.001189417,0.001860744,0.02226863],"category_scores_gemma":[0.003946415,0.0003443274,0.0006535514,0.004067809,0.0003311501,0.002625189,0.001284249,0.001785124,0.0141151],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008625006,"about_ca_system_score_gemma":0.001888312,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001979169,"about_ca_topic_score_gemma":0.005695199,"domain_scores_codex":[0.9994034,0.0001104387,0.0001455313,0.0000575258,0.0002214137,0.00006172348],"domain_scores_gemma":[0.9977041,0.0006581597,0.0004276203,0.00006347086,0.000835337,0.0003114608],"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":[0.000141239,0.00004236573,0.000686546,0.006133189,0.00008530715,0.0005244477,0.00005500223,0.0001133368,0.0005510227,0.000770019,0.3404859,0.6504116],"study_design_scores_gemma":[0.00001841562,0.00004064871,0.001120767,0.005404754,0.000117025,0.002331696,0.00002987423,0.00002912644,0.00008636607,0.000285713,0.9905255,0.00001012175],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0006759086,0.9697582,0.0004313477,0.00639012,0.008280983,0.00003810804,0.001174765,0.0001407428,0.01310989],"genre_scores_gemma":[0.002613635,0.963096,0.001247249,0.006092822,0.01484398,0.00005967971,0.003191438,0.00003632168,0.00881895],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.02226863,"threshold_uncertainty_score":0.07449597,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1446684153357654,"score_gpt":0.296667855325403,"score_spread":0.1519994399896376,"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."}}