{"id":"W2105913548","doi":"10.1177/1352458514564487","title":"The incidence and prevalence of psychiatric disorders in multiple sclerosis: A systematic review","year":2015,"lang":"en","type":"review","venue":"Multiple Sclerosis Journal","topic":"Multiple Sclerosis Research Studies","field":"Medicine","cited_by":510,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Manitoba","funders":"EMD Serono; National Institutes of Health; Multiple Sclerosis Society of Canada; Genentech; Multiple Sclerosis Society; Cleveland Clinic; National Institute of Neurological Disorders and Stroke; Teva Pharmaceutical Industries; National Heart, Lung, and Blood Institute; Pfizer; U.S. Department of Defense; Sanofi; MedDay Pharmaceuticals; GlaxoSmithKline; National Multiple Sclerosis Society; Biogen; Gilead Sciences","keywords":"Multiple sclerosis; Psychiatry; Incidence (geometry); Medicine; Systematic review; MEDLINE","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","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.008898335,0.001091613,0.006300546,0.0008406144,0.0006736568,0.0002026312,0.001383779,0.0004106814,0.00002425892],"category_scores_gemma":[0.01878738,0.0006430908,0.001295666,0.001892819,0.0008214877,0.0003483557,0.0007129799,0.002394856,0.00003958633],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007018813,"about_ca_system_score_gemma":0.001074884,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001051637,"about_ca_topic_score_gemma":0.0004161117,"domain_scores_codex":[0.9887816,0.002394791,0.004292758,0.0009395339,0.002377161,0.001214139],"domain_scores_gemma":[0.9902083,0.003738092,0.002887376,0.001515933,0.0008917666,0.0007585734],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","study_design_scores_codex":[0.00006263069,0.0002469639,0.004533488,0.788922,0.0004580577,0.000005054279,0.0001596414,0.000001307731,0.000006108775,0.000002126961,0.001175752,0.2044269],"study_design_scores_gemma":[0.00261258,0.0003595166,0.01004748,0.9628882,0.004156926,0.0002649332,0.0001896483,0.0001750251,8.847919e-7,0.00001505954,0.01867071,0.0006190461],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0002002262,0.9901538,0.00002134351,0.0003790303,0.0003777209,0.008648003,0.0001094944,0.00004391439,0.00006641477],"genre_scores_gemma":[0.002685132,0.9946688,0.0007450058,0.00007117782,0.0002081034,0.001345742,0.00001090804,0.0001406559,0.0001244296],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.2038079,"threshold_uncertainty_score":0.9999067,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1613057292753693,"score_gpt":0.3606431746107744,"score_spread":0.1993374453354051,"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."}}