{"id":"W1994216586","doi":"10.1038/nrneurol.2014.139","title":"The link between multiple sclerosis and depression","year":2014,"lang":"en","type":"review","venue":"Nature Reviews Neurology","topic":"Multiple Sclerosis Research Studies","field":"Medicine","cited_by":523,"is_retracted":false,"has_abstract":false,"ca_institutions":"McGill University; Health Sciences Centre; University of Toronto; Royal Victoria Hospital; Canada Research Chairs; Centre hospitalier universitaire de Québec; Sunnybrook Health Science Centre; McGill University Health Centre","funders":"Multiple Sclerosis Society","keywords":"Psychosocial; Medicine; Context (archaeology); Depression (economics); Electroconvulsive therapy; Psychiatry; Anxiety; Multiple sclerosis; Disease; Mood; Clinical psychology; Cognition; Internal medicine","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":[0.002045502,0.0009117055,0.002762234,0.003589962,0.0002801947,0.001518693,0.001041829,0.001838808,0.005005917],"category_scores_gemma":[0.00608144,0.0004936146,0.001610041,0.005133987,0.0007261937,0.001404289,0.001225837,0.001639368,0.0005890499],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009432111,"about_ca_system_score_gemma":0.002848807,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003472728,"about_ca_topic_score_gemma":0.01002148,"domain_scores_codex":[0.998971,0.0003034184,0.0002813625,0.000117446,0.0002843012,0.0000425294],"domain_scores_gemma":[0.9959416,0.00316388,0.0005286144,0.00005124907,0.0002456942,0.00006908112],"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":[0.0002087101,0.00004233822,0.0007977167,0.2994241,0.003329813,0.0002527072,0.00012066,0.0002071088,0.0003871022,0.002227734,0.02088854,0.6721135],"study_design_scores_gemma":[0.0004000409,0.0002495513,0.01152771,0.2990183,0.01846046,0.002764065,0.0005071228,0.0001812136,0.0004044142,0.006918764,0.6594532,0.0001153216],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00002994696,0.9996334,0.00001433452,0.0001428131,0.00007974698,0.000002196517,0.00001052923,8.086664e-7,0.00008622539],"genre_scores_gemma":[0.0005541124,0.9990313,0.0000450205,0.0002160582,0.00009769808,0.000003410096,0.000009841049,3.120528e-7,0.00004222119],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.005005917,"threshold_uncertainty_score":0.01674646,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1299281231242293,"score_gpt":0.3982244545417012,"score_spread":0.268296331417472,"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."}}