{"id":"W3197111266","doi":"10.1111/ene.15098","title":"Central nervous system atrophy predicts future dynamics of disability progression in a real‐world multiple sclerosis cohort","year":2021,"lang":"en","type":"article","venue":"European Journal of Neurology","topic":"Multiple Sclerosis Research Studies","field":"Medicine","cited_by":19,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University; Douglas Mental Health University Institute","funders":"Schweizerischer Nationalfonds zur Förderung der Wissenschaftlichen Forschung; H2020 European Research Council; Universität Basel","keywords":"Medicine; Multiple sclerosis; Atrophy; Cohort; Central nervous system; Clinical neurology; Physical medicine and rehabilitation; Cohort study; Neuroscience; Pathology; Psychiatry; Internal medicine; Psychology","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":[0.0007551223,0.0003259808,0.0003448225,0.0006185907,0.0005313643,0.0008164883,0.0004147449,0.0005011595,0.001250315],"category_scores_gemma":[0.002141918,0.0002446542,0.0003608103,0.0004754182,0.0003379702,0.0005929639,0.0004510388,0.0007600044,0.0003133553],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002333211,"about_ca_system_score_gemma":0.0002444042,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002949371,"about_ca_topic_score_gemma":0.003708146,"domain_scores_codex":[0.9997017,0.00006786663,0.00002759023,0.0001258231,0.00003348708,0.00004346978],"domain_scores_gemma":[0.9987941,0.0001833868,0.0005232058,0.0001233579,0.00009909201,0.000276927],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0000906907,0.00001743265,0.9990804,0.000001746641,0.00003399406,0.00005730318,0.00003561165,0.00004867317,0.0001752594,0.000005628614,0.00004559015,0.0004076659],"study_design_scores_gemma":[0.000004479592,0.00005871886,0.9990103,0.000001820165,0.00001710003,0.0003326818,0.000081328,0.0003882493,0.00003372005,0.00001839941,0.00005022069,0.000002871873],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9997078,0.00003434349,0.00002932454,0.00002268698,0.000001945813,0.000002230699,0.0001196142,0.000002211673,0.00007984643],"genre_scores_gemma":[0.9996029,0.00002642754,0.00003874489,0.000008406055,0.000005327912,0.000003328985,0.0002701085,0.000001651417,0.00004315521],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002949371,"threshold_uncertainty_score":0.005864382,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03624492297052308,"score_gpt":0.2851984857441923,"score_spread":0.2489535627736692,"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."}}