{"id":"W4390508826","doi":"10.1038/s41598-023-49299-4","title":"Use of smartphone-based remote assessments of multiple sclerosis in Floodlight Open, a global, prospective, open-access study","year":2024,"lang":"en","type":"article","venue":"Scientific Reports","topic":"Multiple Sclerosis Research Studies","field":"Medicine","cited_by":29,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; St. Michael's Hospital","funders":"EMD Serono; Sanofi; Multiple Sclerosis International Federation; Shionogi; Multiple Sclerosis Society of Canada; Atara Biotherapeutics; National Institutes of Health; Mylan; Monash University; TG Therapeutics; Fondation Brain Canada; F. Hoffmann-La Roche; Teva Pharmaceutical Industries; Eli Lilly and Company; U.S. Department of Defense; Alexion Pharmaceuticals; Roche; Celgene; Biogen; Innosuisse - Schweizerische Agentur für Innovationsförderung; MedDay Pharmaceuticals; Genentech; National Multiple Sclerosis Society; GlaxoSmithKline; Bristol-Myers Squibb; National Science Foundation","keywords":"Medicine; Mood; Population; Duration (music); Multiple sclerosis; Physical therapy; Physical medicine and rehabilitation; Psychiatry","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":[0.001283452,0.0002574886,0.0003318429,0.0008336004,0.0004855075,0.0008724993,0.000295486,0.0005108587,0.0008449129],"category_scores_gemma":[0.003707151,0.0003041136,0.0004337235,0.0007550971,0.0003639541,0.0009408614,0.001054116,0.0004796896,0.0002232147],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001995681,"about_ca_system_score_gemma":0.0002540656,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004164927,"about_ca_topic_score_gemma":0.006236124,"domain_scores_codex":[0.9993163,0.0002632463,0.00009123336,0.0001420928,0.0001088573,0.00007823073],"domain_scores_gemma":[0.9975757,0.0006352884,0.001012742,0.0001779927,0.0002783709,0.0003199434],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002359676,0.0000968849,0.9946817,0.00005896997,0.00006431794,0.0001312064,0.001783041,0.00002480235,0.0003848055,0.00001624543,0.00008483112,0.00243728],"study_design_scores_gemma":[0.000009900075,0.0002488125,0.9983955,0.00001546166,0.00002511367,0.0001692899,0.000860742,0.00005210711,0.00004711536,0.00001167413,0.0001575542,0.00000664808],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9992408,0.0001254517,0.00005845296,0.00001403774,0.000002085937,0.00001909789,0.0002692244,0.000001822203,0.0002689336],"genre_scores_gemma":[0.9994544,0.00008536345,0.00008084639,0.00002225007,0.000005238314,0.00003022156,0.0002026478,0.000001718017,0.0001173734],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004164927,"threshold_uncertainty_score":0.00828141,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2642266736769576,"score_gpt":0.457425340692623,"score_spread":0.1931986670156654,"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."}}