{"id":"W4290994377","doi":"10.2196/36288","title":"The Design, Development, and Testing of a Virtual Reality Device for Upper Limb Training in People With Multiple Sclerosis: Single-Center Feasibility Study","year":2022,"lang":"en","type":"article","venue":"JMIR Serious Games","topic":"Multiple Sclerosis Research Studies","field":"Medicine","cited_by":19,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Physical therapy; Virtual reality; Medicine; Upper limb; Physical medicine and rehabilitation; Rehabilitation; Nausea; Session (web analytics); Range of motion; Computer science; Surgery","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.008004792,0.0009560402,0.0006711291,0.000753116,0.0008401945,0.0005658406,0.0009400038,0.0010401,0.001667049],"category_scores_gemma":[0.007315264,0.0005142113,0.001070946,0.0002236849,0.0008083381,0.0007965774,0.0009831276,0.00060269,0.0004988171],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004314001,"about_ca_system_score_gemma":0.001928453,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00114255,"about_ca_topic_score_gemma":0.001589259,"domain_scores_codex":[0.9955854,0.002816788,0.0003694676,0.0003349223,0.0005553341,0.000338007],"domain_scores_gemma":[0.9949085,0.001653173,0.0004301407,0.0004871323,0.001721378,0.0007996681],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.02799053,0.1991702,0.3654895,0.003365928,0.0008231079,0.003933695,0.02413657,0.005123856,0.1183587,0.000625228,0.001523412,0.2494593],"study_design_scores_gemma":[0.005944329,0.6984184,0.2612481,0.0001816742,0.000501023,0.001883367,0.009641225,0.00461456,0.01375837,0.0001471261,0.003514875,0.0001468832],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9911399,0.00006094366,0.003450227,0.00004679205,0.00001561132,0.004731806,0.00007280256,0.00002132002,0.0004607154],"genre_scores_gemma":[0.9707146,0.0001631454,0.02114239,0.0001359795,0.00003333002,0.007055498,0.0001871326,0.00001048712,0.0005574325],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.008004792,"threshold_uncertainty_score":0.04233396,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2182642821362308,"score_gpt":0.3459292367498697,"score_spread":0.1276649546136389,"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."}}