{"id":"W3213633498","doi":"10.1371/journal.pone.0259975","title":"Gait changes over time in hospitalized older adults with advanced dementia: Predictors of mobility change","year":2021,"lang":"en","type":"article","venue":"PLoS ONE","topic":"Balance, Gait, and Falls Prevention","field":"Health Professions","cited_by":18,"is_retracted":false,"has_abstract":true,"ca_institutions":"Vector Institute; Sunnybrook Health Science Centre; University of Toronto; Toronto Rehabilitation Institute; University Health Network","funders":"Canadian Institutes of Health Research; Department of Psychiatry, University of Toronto; FedDev Ontario; National Institutes of Health; University of Toronto; Mitacs; Canadian Network for Research and Innovation in Machining Technology, Natural Sciences and Engineering Research Council of Canada; Natural Sciences and Engineering Research Council of Canada; Fondation Brain Canada; Toronto Rehabilitation Institute; Government of Ontario; Alzheimer's Association; Institute of Aging; Ontario Brain Institute; AGE-WELL; Patient-Centered Outcomes Research Institute","keywords":"Gait; Dementia; Physical medicine and rehabilitation; Medicine; Rehabilitation; Gait analysis; Physical therapy; Disease; Internal medicine","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":[0.000494344,0.0003330831,0.0003166708,0.0009755698,0.0002906321,0.0004515766,0.0002233416,0.0004660191,0.0005326003],"category_scores_gemma":[0.003900414,0.000155357,0.0002922358,0.0007828044,0.0001674313,0.0003480983,0.0003979742,0.0004825454,0.0001202771],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002424054,"about_ca_system_score_gemma":0.0001942087,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004694911,"about_ca_topic_score_gemma":0.0109608,"domain_scores_codex":[0.9996365,0.00009288118,0.00007722779,0.00005153201,0.00009686055,0.00004490969],"domain_scores_gemma":[0.9985971,0.0002171974,0.0008077662,0.00004342138,0.0001618782,0.0001725381],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00008225271,0.00005307196,0.9971705,0.000009957482,0.00003405197,0.00003904744,0.00006642054,0.0000416449,0.000106757,0.000003382219,0.00004109618,0.002351867],"study_design_scores_gemma":[0.000002175741,0.00007236937,0.999577,0.000003685419,0.000006485426,0.00006929097,0.00007668554,0.0001400009,0.00001838444,0.000007323385,0.00002504016,0.000001487662],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.999391,0.0002586007,0.00007250455,0.00003146318,0.000004442158,0.000006008669,0.00009842654,0.000003227922,0.0001343784],"genre_scores_gemma":[0.9995975,0.00008607999,0.00008721004,0.00001353236,0.000006259094,0.00000558293,0.0001530832,5.423843e-7,0.00005019948],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004694911,"threshold_uncertainty_score":0.00933516,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02517344366311975,"score_gpt":0.2886049197046919,"score_spread":0.2634314760415721,"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."}}