{"id":"W2154410602","doi":"10.1177/1352458511410343","title":"The psychosocial and cognitive impact of longstanding ‘benign’ multiple sclerosis","year":2011,"lang":"en","type":"article","venue":"Multiple Sclerosis Journal","topic":"Multiple Sclerosis Research Studies","field":"Medicine","cited_by":29,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Medicine; Psychosocial; Depression (economics); Quality of life (healthcare); Cohort; Multiple sclerosis; Beck Depression Inventory; Physical therapy; Expanded Disability Status Scale; Cohort study; Internal medicine; Pediatrics; Psychiatry; Anxiety","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":["metaepi_narrow","sts"],"consensus_categories":[],"category_scores_codex":[0.001693023,0.0004925258,0.0008621607,0.0003443511,0.00162591,0.0001954183,0.0003693019,0.0002061449,0.0002716513],"category_scores_gemma":[0.004215089,0.000316196,0.0007310619,0.0005555368,0.00116894,0.000394096,0.0002777446,0.001040513,0.00002130965],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002954214,"about_ca_system_score_gemma":0.0002463727,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006773468,"about_ca_topic_score_gemma":0.0003023973,"domain_scores_codex":[0.9958777,0.0003513991,0.001026066,0.0005145677,0.00111736,0.001112901],"domain_scores_gemma":[0.995559,0.001620672,0.0006126801,0.0004083315,0.001060065,0.0007392633],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.003508404,0.0005144557,0.8304102,0.00005334894,0.001481901,0.00001489124,0.004856938,0.000002551888,0.07128935,0.00001409235,0.001663445,0.08619038],"study_design_scores_gemma":[0.008967705,0.001156751,0.9778412,0.001062702,0.0002448792,0.00009457344,0.002786622,0.0007171489,0.006673241,0.00006447855,0.00007611299,0.0003146006],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9942671,0.002384761,0.0005846827,0.000252771,0.0003429675,0.0009044219,0.0001261919,0.00005967118,0.001077413],"genre_scores_gemma":[0.9900513,0.007717524,0.001501666,0.00005631988,0.0004578088,0.00005995346,0.000007016598,0.00007967561,0.0000687723],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1474309,"threshold_uncertainty_score":0.999929,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2073903280951165,"score_gpt":0.3430395801201176,"score_spread":0.1356492520250011,"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."}}