{"id":"W3153556424","doi":"10.3389/frobt.2021.610529","title":"Review: How Can Intelligent Robots and Smart Mechatronic Modules Facilitate Remote Assessment, Assistance, and Rehabilitation for Isolated Adults With Neuro-Musculoskeletal Conditions?","year":2021,"lang":"en","type":"review","venue":"Frontiers in Robotics and AI","topic":"Prosthetics and Rehabilitation Robotics","field":"Engineering","cited_by":63,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"National Science Foundation","keywords":"Neurorehabilitation; Isolation (microbiology); Pandemic; Distancing; Rehabilitation; Telemedicine; Social distance; Wearable computer; Computer science; Health care; Medicine; Risk analysis (engineering); Medical emergency; Computer security; Business; Internet privacy; Coronavirus disease 2019 (COVID-19); Physical therapy; Political science; Disease","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0003314185,0.0005266211,0.001478088,0.0002681256,0.00012285,0.0001346921,0.0001062102,0.0002446819,0.000001206406],"category_scores_gemma":[0.0001427246,0.0004533768,0.000188648,0.000321032,0.0002148352,0.0001239655,0.00005700935,0.0004812322,1.455676e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001600926,"about_ca_system_score_gemma":0.00009531095,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000004945985,"about_ca_topic_score_gemma":0.00004843521,"domain_scores_codex":[0.9980493,0.0001565143,0.0006351152,0.0006268988,0.0001621646,0.0003700408],"domain_scores_gemma":[0.9988238,0.0003312159,0.0001757206,0.0003374168,0.000173131,0.000158753],"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":[0.00001733447,0.00008013695,0.0001829165,0.1829336,0.0005098031,0.00001241202,0.0002825553,0.02756687,8.285803e-7,0.001674781,0.009546489,0.7771922],"study_design_scores_gemma":[0.001553481,0.001177947,0.0002228196,0.09960651,0.001746241,0.00006528766,0.0005688365,0.3649512,2.551413e-7,0.002163846,0.5261566,0.001787011],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00001766761,0.7614279,0.2356702,0.0007376951,0.0003637946,0.001544079,0.0001885679,0.00004171862,0.000008360345],"genre_scores_gemma":[0.0001255719,0.8924036,0.1067225,0.00005640603,0.00002013875,0.0001116972,0.0004219273,0.00007722248,0.00006088301],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.7754052,"threshold_uncertainty_score":0.9997918,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01126109355101021,"score_gpt":0.2694725838856165,"score_spread":0.2582114903346063,"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."}}