{"id":"W4401183115","doi":"10.1016/b978-0-443-23947-2.00061-8","title":"Multiple sclerosis","year":2024,"lang":"en","type":"book-chapter","venue":"Elsevier eBooks","topic":"Multiple Sclerosis Research Studies","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Manitoba","funders":"","keywords":"Multiple sclerosis; Medicine; Psychiatry","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0002550923,0.001083606,0.0006472496,0.00141869,0.0009310849,0.001924796,0.0005614081,0.001251148,0.3443442],"category_scores_gemma":[0.0006703448,0.0003533635,0.0003470228,0.00121919,0.0004286244,0.001196087,0.001458478,0.001743944,0.2951112],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004640235,"about_ca_system_score_gemma":0.0006508764,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001894468,"about_ca_topic_score_gemma":0.007669165,"domain_scores_codex":[0.9998585,0.00001983574,0.000007450649,0.00002958554,0.00006702611,0.00001751511],"domain_scores_gemma":[0.9998347,0.00004453114,0.00001132172,0.00002585322,0.00004875291,0.00003486543],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00002866538,0.00003495428,0.0001194439,0.0002200147,0.000007469165,0.0001757641,0.0001107107,0.00007703606,0.0009589359,0.01163473,0.6048782,0.3817541],"study_design_scores_gemma":[0.000005065475,0.00001194542,0.0002248531,0.000133819,0.000003150383,0.0003497507,0.00002343146,0.00002867355,0.0001106834,0.001747228,0.9973592,0.000002144452],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0003692424,0.02694176,0.0009834513,0.001809173,0.001621431,0.00003745242,0.0002590529,0.0003431736,0.9676353],"genre_scores_gemma":[0.0007644705,0.006613197,0.0004766845,0.0005769753,0.0002212835,0.00002173685,0.0001253733,0.00003957138,0.9911608],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.3443442,"threshold_uncertainty_score":0.9352134,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07822025812673766,"score_gpt":0.2976081336586636,"score_spread":0.2193878755319259,"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."}}