{"id":"W2099979865","doi":"10.1136/bmj.332.7540.525","title":"Diagnosis and treatment of multiple sclerosis","year":2006,"lang":"en","type":"review","venue":"BMJ","topic":"Multiple Sclerosis Research Studies","field":"Medicine","cited_by":218,"is_retracted":false,"has_abstract":true,"ca_institutions":"Dalhousie University","funders":"","keywords":"Multiple sclerosis; Medicine; Disease; Clinical trial; Neurology; White matter; Intensive care medicine; Pediatrics; Pathology; Psychiatry; Magnetic resonance imaging","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":[],"consensus_categories":[],"category_scores_codex":[0.0001604723,0.0003718424,0.00238274,0.0002278738,0.00005935927,0.00001275288,0.0000740348,0.0001875152,0.00005446135],"category_scores_gemma":[0.0004762807,0.0002418979,0.0005155331,0.0002246662,0.000178733,0.00002248883,0.00009408811,0.0001066555,0.00003098293],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002058214,"about_ca_system_score_gemma":0.0001425123,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005143606,"about_ca_topic_score_gemma":0.00009547107,"domain_scores_codex":[0.9981734,0.000109767,0.0006616943,0.000394584,0.0003611532,0.0002994471],"domain_scores_gemma":[0.998196,0.000826041,0.000261425,0.000485223,0.00009267845,0.0001386507],"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":[0.00001244478,0.0003842537,0.003422886,0.01108894,0.0004949605,0.00001186169,0.00003011173,6.298593e-8,0.000001863138,0.000001572755,0.01308164,0.9714694],"study_design_scores_gemma":[0.00109263,0.0003684891,0.01134953,0.01621396,0.001034917,0.00001031218,0.00000925828,0.00000413915,0.00001744073,5.233435e-7,0.9697248,0.0001739727],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0001497882,0.9951757,0.000001022541,0.0001654195,0.00006062485,0.003126487,0.0002288601,0.0000320603,0.001060048],"genre_scores_gemma":[0.0001108443,0.9956636,0.0007083013,0.000007167266,0.0003813115,0.002171629,0.0001168661,0.00005022867,0.000790084],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9712954,"threshold_uncertainty_score":0.9864309,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3042017302314762,"score_gpt":0.4268261846938107,"score_spread":0.1226244544623346,"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."}}