{"id":"W4415207932","doi":"10.1177/13524585251383381","title":"Affective reserve in multiple sclerosis","year":2025,"lang":"en","type":"article","venue":"Multiple Sclerosis Journal","topic":"Multiple Sclerosis Research Studies","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":false,"ca_institutions":"York University; Health Sciences Centre; Sunnybrook Health Science Centre","funders":"Sunnybrook Foundation","keywords":"","routes":{"ca_aff":true,"ca_fund":true,"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","metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.002310801,0.0006355625,0.001271459,0.001731371,0.0009096597,0.0003024488,0.0006537628,0.0003584642,0.000298818],"category_scores_gemma":[0.009067614,0.0005546633,0.000645353,0.002148815,0.0004962434,0.0005642303,0.000596236,0.002180338,0.0001403932],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001348718,"about_ca_system_score_gemma":0.0004886226,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001100561,"about_ca_topic_score_gemma":0.002790818,"domain_scores_codex":[0.9942224,0.0006395062,0.001297243,0.0009371905,0.0013192,0.001584444],"domain_scores_gemma":[0.9954823,0.001819618,0.0003083395,0.0008905954,0.0008604348,0.0006387435],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001608523,0.001059119,0.7914084,0.0001688195,0.000447182,0.00007066088,0.0007332769,0.0002060454,0.1412938,0.00003181188,0.01321307,0.04975934],"study_design_scores_gemma":[0.01623165,0.0003512688,0.9536208,0.003160855,0.00009598624,0.00003906886,0.001148595,0.006014864,0.01629518,0.0001101185,0.002495389,0.0004362156],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9851973,0.002377855,0.0008033713,0.004687704,0.0008667672,0.001679994,0.0000558585,0.000178189,0.004152937],"genre_scores_gemma":[0.9896697,0.004187608,0.0037435,0.0007209661,0.0004276193,0.0002558098,0.00001852878,0.00008209001,0.000894132],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1622124,"threshold_uncertainty_score":0.9996905,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1460981754385357,"score_gpt":0.3292354783719433,"score_spread":0.1831373029334076,"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."}}