{"id":"W4410294650","doi":"10.1109/tnsre.2025.3569083","title":"Detecting Activities of Daily Living in Egocentric Video to Contextualize Hand Use at Home in Outpatient Neurorehabilitation Settings","year":2025,"lang":"en","type":"article","venue":"IEEE Transactions on Neural Systems and Rehabilitation Engineering","topic":"Stroke Rehabilitation and Recovery","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto Rehabilitation Institute; University Health Network","funders":"Canadian Institutes of Health Research; Rick Hansen Institute; Craig H. Neilsen Foundation","keywords":"Neurorehabilitation; Activities of daily living; Physical medicine and rehabilitation; Psychology; Rehabilitation; Medicine; Gerontology; Physical therapy; Neuroscience","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":[0.0003123608,0.0007679562,0.0003938809,0.0008277012,0.00014795,0.000438311,0.0004028695,0.0004567321,0.0007076829],"category_scores_gemma":[0.001084264,0.0001356589,0.0002953232,0.0005526277,0.0001527798,0.0004146988,0.0004283038,0.0003185552,0.0004001948],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003614861,"about_ca_system_score_gemma":0.0003546571,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01145373,"about_ca_topic_score_gemma":0.03466328,"domain_scores_codex":[0.9997839,0.0000435694,0.00001018097,0.00009174828,0.00003313912,0.0000375553],"domain_scores_gemma":[0.999796,0.00007978215,0.0000359967,0.00002029725,0.00004934008,0.00001859439],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.001051047,0.0008739004,0.1601277,0.0007092324,0.0003450423,0.0008848435,0.001089136,0.09652887,0.07101782,0.0006989136,0.01111806,0.6555554],"study_design_scores_gemma":[0.00003439801,0.000718742,0.2676695,0.0001522599,0.0001656666,0.00115243,0.0009327937,0.6949539,0.02413525,0.001635519,0.008369647,0.00007997702],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.857666,0.001633697,0.1301998,0.0002778699,0.0001104416,0.0001938188,0.00417992,0.001696643,0.004041719],"genre_scores_gemma":[0.961472,0.0006908437,0.03291146,0.00009605516,0.0000385526,0.00008692995,0.003204113,0.00004343549,0.001456698],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01145373,"threshold_uncertainty_score":0.0227741,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007878149754602728,"score_gpt":0.2321687017020169,"score_spread":0.2242905519474142,"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."}}