{"id":"W4396662992","doi":"10.1177/11795735241249693","title":"From progression to progress: The future of multiple sclerosis","year":2024,"lang":"en","type":"article","venue":"Journal of Central Nervous System Disease","topic":"Multiple Sclerosis Research Studies","field":"Medicine","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ottawa Hospital; University of Ottawa; Novartis (Canada); Montreal Neurological Institute and Hospital; University of Calgary; St. Michael's Hospital","funders":"Novartis Pharmaceuticals Canada","keywords":"Disease; Medicine; Intensive care medicine; Mechanism (biology); Personalized medicine; Multiple sclerosis; Precision medicine; Biomarker; Biomarker discovery; Bioinformatics; Pathology; Psychiatry","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"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":[0.01181586,0.0008805593,0.001884021,0.00258258,0.003122479,0.01049495,0.001879497,0.008901269,0.009565767],"category_scores_gemma":[0.01906103,0.0003992422,0.00100182,0.001688885,0.01303757,0.01781817,0.005308065,0.01396593,0.002446656],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006995566,"about_ca_system_score_gemma":0.01328772,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008697133,"about_ca_topic_score_gemma":0.01227506,"domain_scores_codex":[0.9948229,0.002441416,0.0003662668,0.0005651806,0.001276366,0.0005279502],"domain_scores_gemma":[0.9844087,0.00809562,0.000876417,0.0007077879,0.002739436,0.003172103],"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":[0.0003317661,0.0001073805,0.002080271,0.002774025,0.000108382,0.0004465738,0.003838866,0.0005480896,0.0005330525,0.1095451,0.2341995,0.645487],"study_design_scores_gemma":[0.00005130508,0.000184216,0.002387504,0.006050776,0.00008738822,0.0009572408,0.003720148,0.0005332672,0.0002089179,0.2471659,0.7385108,0.0001426657],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.001020844,0.6257579,0.001205496,0.3566768,0.00837263,0.000009047296,0.00008477975,0.0001252482,0.00674722],"genre_scores_gemma":[0.05580381,0.8188303,0.004051675,0.08797185,0.02682555,0.00008139399,0.0001437821,0.00008911879,0.006202537],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.01181586,"threshold_uncertainty_score":0.06248897,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03025670588610446,"score_gpt":0.3070898141191731,"score_spread":0.2768331082330687,"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."}}