{"id":"W2994875504","doi":"10.12688/f1000research.20906.1","title":"Recent advances in understanding multiple sclerosis","year":2019,"lang":"en","type":"preprint","venue":"F1000Research","topic":"Multiple Sclerosis Research Studies","field":"Medicine","cited_by":60,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"Alberta Prion Research Institute; Canada Research Chairs; Multiple Sclerosis Society of Canada; Alberta Innovates; Alberta Innovates - Health Solutions","keywords":"Multiple sclerosis; Autoimmunity; Neuroscience; Disease; Medicine; Inflammation; Neurodegeneration; Microglia; Immunology; Immune system; Biology; Pathology","routes":{"ca_aff":true,"ca_fund":true,"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":[0.001531018,0.0008513879,0.00108024,0.001530406,0.0005416785,0.002384599,0.001091686,0.001893362,0.008462699],"category_scores_gemma":[0.003019389,0.000207741,0.0005680077,0.001520417,0.001951852,0.003683362,0.001725607,0.003466364,0.003691708],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001043464,"about_ca_system_score_gemma":0.002200507,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001775812,"about_ca_topic_score_gemma":0.002057552,"domain_scores_codex":[0.9992761,0.000223407,0.00007407082,0.0001616578,0.0002114654,0.00005330823],"domain_scores_gemma":[0.9982725,0.0009319872,0.0001958582,0.0001271517,0.0002938148,0.0001786718],"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":[0.0001221868,0.00006124915,0.002206217,0.008474672,0.0001392,0.0005854688,0.001239354,0.0003389728,0.002779236,0.04410537,0.06976639,0.8701817],"study_design_scores_gemma":[0.00001405224,0.00006296878,0.003028248,0.002418987,0.0000810983,0.002042595,0.0004592109,0.0002240961,0.0004130483,0.04289232,0.948329,0.00003446563],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.001870873,0.9495735,0.006704312,0.02515111,0.003206357,0.00002594313,0.000194871,0.000176731,0.01309641],"genre_scores_gemma":[0.01389308,0.9584468,0.008269146,0.009447224,0.005550376,0.00005908491,0.0002617129,0.000033063,0.004039633],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.008462699,"threshold_uncertainty_score":0.02831054,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3639070080038507,"score_gpt":0.4208291565401116,"score_spread":0.05692214853626087,"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."}}