{"id":"W4402506270","doi":"10.1007/s40120-024-00656-z","title":"Advancements and Challenges in Exercise Training for Multiple Sclerosis: Comprehensive Review and Future Directions for Randomized Controlled Trials","year":2024,"lang":"en","type":"review","venue":"Neurology and Therapy","topic":"Multiple Sclerosis Research Studies","field":"Medicine","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Ottawa","funders":"","keywords":"Randomized controlled trial; Medicine; Neurology; Multiple sclerosis; Physical therapy; Physical medicine and rehabilitation; Alternative medicine; Internal medicine; Pathology; 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":[],"consensus_categories":[],"category_scores_codex":[0.04325659,0.002039457,0.01529968,0.007564022,0.0008162915,0.00447997,0.003169902,0.003479925,0.005897886],"category_scores_gemma":[0.07132805,0.001100703,0.01198455,0.009267142,0.001420762,0.00450694,0.002060413,0.003536049,0.0006630803],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004030021,"about_ca_system_score_gemma":0.01714001,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004846072,"about_ca_topic_score_gemma":0.01281939,"domain_scores_codex":[0.9822484,0.007633794,0.006025527,0.0009588747,0.002734937,0.0003984423],"domain_scores_gemma":[0.9146508,0.06830133,0.008889268,0.001312477,0.006160368,0.0006857139],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","study_design_scores_codex":[0.000586953,0.00006259049,0.0002894628,0.7615706,0.006574019,0.00007156673,0.0001242428,0.000198468,0.000178435,0.001361459,0.005899849,0.2230823],"study_design_scores_gemma":[0.0006475432,0.0004210392,0.00156433,0.859365,0.04461941,0.0002091829,0.0001903719,0.0002028304,0.0001808617,0.002819512,0.08971985,0.0000601097],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00003707703,0.9991535,0.000100062,0.0004210984,0.0001367222,0.00006380673,0.00002684862,0.000005025517,0.0000557932],"genre_scores_gemma":[0.000925643,0.9971367,0.0006879444,0.0007815497,0.0001662627,0.0002130558,0.00004442821,0.000004054522,0.00004036017],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.04325659,"threshold_uncertainty_score":0.2287655,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.4063405494038279,"score_gpt":0.4434638542740194,"score_spread":0.03712330487019144,"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."}}