{"id":"W2987676206","doi":"10.1212/wnl.0000000000008617","title":"Disability worsening among persons with multiple sclerosis and depression","year":2019,"lang":"en","type":"article","venue":"Neurology","topic":"Multiple Sclerosis Research Studies","field":"Medicine","cited_by":101,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Vetenskapsrådet; European Committee for Treatment and Research in Multiple Sclerosis; Canadian Institutes of Health Research; Teva Pharmaceutical Industries; Biogen; Karolinska Institutet; Sanofi","keywords":"Multiple sclerosis; Depression (economics); Medicine; Psychiatry; Physical medicine and rehabilitation; Psychology","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001380805,0.0001353839,0.0002936065,0.00004744266,0.0001048076,0.00001199819,0.00006020193,0.00008841804,0.0001056617],"category_scores_gemma":[0.0003579814,0.00009411236,0.00003839853,0.0001125881,0.0004751908,0.00007374329,0.0001622613,0.0003644229,0.00002188751],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001450355,"about_ca_system_score_gemma":0.00001423708,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003234087,"about_ca_topic_score_gemma":0.0003780932,"domain_scores_codex":[0.9987549,0.00010548,0.0001231489,0.0004562824,0.0002171203,0.0003431234],"domain_scores_gemma":[0.9989914,0.0004288493,0.00004056556,0.0003380167,0.00005115621,0.0001500012],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001080333,0.00008263528,0.9807733,0.00004814942,0.00002956524,0.000009404223,0.0002565376,0.00001327347,0.01374283,0.000001325248,0.000103215,0.003859426],"study_design_scores_gemma":[0.002154927,0.0007613895,0.9936647,0.0000430287,0.00002171804,0.00001906188,0.00007038272,0.002260828,0.000585312,0.000001512669,0.0003366955,0.00008039503],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9972509,0.0000819957,0.00001162428,0.001189126,0.00007297958,0.0005477754,0.000004635975,0.00006817292,0.0007728419],"genre_scores_gemma":[0.9991427,0.00005731802,0.0002669797,0.0003180526,0.00006646889,0.00004296573,0.000003787666,0.00002077073,0.00008097816],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01315752,"threshold_uncertainty_score":0.383779,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0409191937471941,"score_gpt":0.2789247289805019,"score_spread":0.2380055352333078,"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."}}