{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004567401,0.0002156046,0.0005432364,0.0001802876,0.0001150014,0.0001046505,0.000311573,0.00006186909,0.00004194731],"category_scores_gemma":[0.0002727835,0.0001097606,0.0004686123,0.0004105422,0.0001254493,0.0001530977,0.0001227342,0.0003392437,0.0000183181],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003132619,"about_ca_system_score_gemma":0.0005501154,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002652399,"about_ca_topic_score_gemma":0.000006886944,"domain_scores_codex":[0.9969612,0.0002003251,0.0007744321,0.0002388832,0.001366943,0.0004582202],"domain_scores_gemma":[0.9977834,0.0002052505,0.0002608451,0.0003678131,0.0004573152,0.0009253311],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.01110536,0.001648513,0.3573941,0.01028768,0.002246367,0.002540049,0.009801124,0.0002831061,0.03456703,0.0002364523,0.07161312,0.4982771],"study_design_scores_gemma":[0.001859993,0.0005715164,0.9569477,0.01708094,0.0006083347,0.00005231253,0.003939387,0.00270966,0.00215644,0.0000141652,0.0138737,0.0001858614],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9278005,0.05625771,0.0001410423,0.01241583,0.001735051,0.001306992,0.0002159268,0.00006981341,0.00005711261],"genre_scores_gemma":[0.9951984,0.0004827771,0.0007320539,0.00006698027,0.003393013,0.00003900833,0.000008301388,0.00003620117,0.00004328826],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5995536,"threshold_uncertainty_score":0.4475909,"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."}}