{"id":"W4411014951","doi":"10.1212/cpj.0000000000200493","title":"Infection, Relapses, and Pseudo-Relapses in Individuals With Multiple Sclerosis","year":2025,"lang":"en","type":"article","venue":"Neurology Clinical Practice","topic":"Multiple Sclerosis Research Studies","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Manitoba; Dalhousie University","funders":"","keywords":"Multiple sclerosis; Medicine; Immunology","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":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.002401625,0.0002270973,0.0006708603,0.000318233,0.0001816746,0.00003717886,0.0001162169,0.0003673862,0.0000352973],"category_scores_gemma":[0.06770531,0.0001805687,0.00007888569,0.000672986,0.0007747462,0.0003385024,0.0003212845,0.001978658,0.00004253479],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002807464,"about_ca_system_score_gemma":0.0002176048,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005916659,"about_ca_topic_score_gemma":0.0006218179,"domain_scores_codex":[0.9964274,0.001168162,0.0008321555,0.0007695884,0.0003531383,0.000449611],"domain_scores_gemma":[0.9816566,0.01711513,0.0002389122,0.0004925056,0.0003066087,0.0001902349],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002138873,0.000942151,0.9726588,0.0000563507,0.0002476789,0.00006768807,0.00005464698,0.00001060852,0.0001198225,0.0001104038,0.006745777,0.01684723],"study_design_scores_gemma":[0.006788467,0.00171351,0.9062795,0.0001108144,0.0001969491,0.00006730441,0.00004119397,0.0002255036,0.0000304273,0.00005577319,0.08437459,0.0001159825],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9401775,0.0005410578,0.0001075489,0.05151223,0.0003695382,0.0008639159,0.000006774095,0.0001056808,0.006315735],"genre_scores_gemma":[0.9701884,0.008687871,0.003563058,0.01702932,0.000125267,0.0001177301,0.000006554228,0.000024855,0.0002568788],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.07762881,"threshold_uncertainty_score":0.9401478,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08655980260562804,"score_gpt":0.4052633172684342,"score_spread":0.3187035146628061,"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."}}