{"id":"W4388448512","doi":"10.1016/s0140-6736(23)01473-3","title":"Multiple sclerosis","year":2023,"lang":"en","type":"review","venue":"The Lancet","topic":"Multiple Sclerosis Research Studies","field":"Medicine","cited_by":510,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Calgary","funders":"Canadian Institutes of Health Research","keywords":"Medicine; Multiple sclerosis; Disease; Intensive care medicine; Quality of life (healthcare); Psychological intervention; Population; Cognitive impairment; Pathology; Psychiatry","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0007935454,0.0003363217,0.002928001,0.0001294934,0.0001803147,0.00004746636,0.0006061553,0.0001611898,0.0001026364],"category_scores_gemma":[0.001944456,0.0001674607,0.0005387101,0.0006076614,0.000189311,0.00002178286,0.0004587219,0.0008140341,0.003393139],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001225392,"about_ca_system_score_gemma":0.0001509896,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005706094,"about_ca_topic_score_gemma":0.00003457149,"domain_scores_codex":[0.9978737,0.0002106321,0.0004094289,0.0003669792,0.0005221692,0.0006171156],"domain_scores_gemma":[0.9970691,0.001254419,0.0001476772,0.001342745,0.00007071541,0.0001153631],"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":[0.00001790043,0.00002269894,0.00004323336,0.0196679,0.0005493746,0.00001082549,0.00004966343,9.963041e-8,0.000001653123,0.00001895377,0.1712855,0.8083322],"study_design_scores_gemma":[0.0006350126,0.00003337027,0.0009045529,0.02443674,0.0005118271,0.000009376236,0.00001753499,0.000012155,7.458198e-7,0.000008450226,0.9732751,0.0001551906],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.000004438314,0.9936391,0.000002344844,0.001279824,0.0002113572,0.001504631,0.0002169217,0.0003171939,0.002824221],"genre_scores_gemma":[0.00000753911,0.9920344,0.0001294823,0.0001776777,0.003395891,0.0005486372,0.0001056138,0.0001046823,0.003496111],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.808177,"threshold_uncertainty_score":0.9973828,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.484522205553868,"score_gpt":0.4368315162755842,"score_spread":0.04769068927828379,"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."}}