{"id":"W4402058562","doi":"10.1177/13524585241266483","title":"The refined Pathways to Cures Research Roadmap for multiple sclerosis cures","year":2024,"lang":"en","type":"article","venue":"Multiple Sclerosis Journal","topic":"Multiple Sclerosis Research Studies","field":"Medicine","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"Hotchkiss Brain Institute; University of Calgary","funders":"National Multiple Sclerosis Society","keywords":"Multiple sclerosis; Medicine; Clinical neurology; Neuroscience; Intensive care medicine; Psychology; 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":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","metaepi_narrow","sts","scholarly_communication","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.008851115,0.0007456274,0.001004062,0.001246648,0.004888438,0.002224332,0.001295009,0.0003445585,0.0001690039],"category_scores_gemma":[0.02014682,0.0004881443,0.001020989,0.001998328,0.0007884633,0.0005165719,0.0008230955,0.002692194,0.0005013125],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001022194,"about_ca_system_score_gemma":0.0008241653,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001793079,"about_ca_topic_score_gemma":0.0006928205,"domain_scores_codex":[0.9901728,0.0007919042,0.001515416,0.001324158,0.003291677,0.002904014],"domain_scores_gemma":[0.9857218,0.008700269,0.0001900557,0.001308169,0.002485315,0.001594421],"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":[0.002533904,0.0004762214,0.008278543,0.0003929357,0.0009093968,0.00006079987,0.002835952,0.0001922864,0.3644043,0.0003772842,0.389771,0.2297674],"study_design_scores_gemma":[0.009499596,0.002879703,0.2754912,0.005826473,0.0002475403,0.0002083472,0.004321851,0.0214686,0.04317943,0.0006831021,0.6350169,0.001177313],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8560538,0.03565853,0.006056401,0.08184344,0.006088606,0.01035785,0.0009708351,0.001222581,0.00174798],"genre_scores_gemma":[0.9740627,0.01058155,0.007583245,0.0006132333,0.003637458,0.001581475,0.00003729765,0.0002660342,0.001636978],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3212248,"threshold_uncertainty_score":0.999757,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3696067301369734,"score_gpt":0.4003061491544868,"score_spread":0.03069941901751339,"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."}}