{"id":"W7132911967","doi":"","title":"Assessment of Social Isolation and Functional Recovery in Older Adults Living Alone following Lower Limb Fractures using Multimodal Sensors: a Pilot Study","year":2024,"lang":"","type":"dissertation","venue":"TSpace","topic":"Stroke Rehabilitation and Recovery","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto Rehabilitation Institute; University of Toronto","funders":"","keywords":"Usability; Lower limb; Social isolation; Thematic analysis; Activities of daily living; Older people; Correlation; Upper limb","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001876327,0.000367985,0.0004082271,0.0008058874,0.0008630155,0.0006395961,0.0002693862,0.0004892442,0.001449424],"category_scores_gemma":[0.003626019,0.0002207997,0.0005934677,0.0003524381,0.0003824942,0.0005140878,0.0007434545,0.0006399354,0.0002881797],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003679591,"about_ca_system_score_gemma":0.0007256693,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001908446,"about_ca_topic_score_gemma":0.00501708,"domain_scores_codex":[0.9993865,0.0002338161,0.00007347232,0.00006243309,0.0001394104,0.0001043404],"domain_scores_gemma":[0.9981939,0.0003972305,0.0004420509,0.00007349977,0.0005484466,0.000344873],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001089795,0.008443414,0.9128333,0.0004700765,0.0001634859,0.0009278273,0.02342652,0.0001123129,0.00367117,0.0000572796,0.0004584069,0.04834637],"study_design_scores_gemma":[0.00007062067,0.0172957,0.9605274,0.00009858115,0.0001019177,0.0005751435,0.01944298,0.0002094704,0.0005600087,0.00004767677,0.001042298,0.00002821234],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9993262,0.00005590095,0.00006844284,0.00001941591,0.000002854838,0.0001746571,0.00003976629,0.000001293688,0.0003114915],"genre_scores_gemma":[0.9980724,0.0001968591,0.0004975335,0.00005282776,0.00001167619,0.0005521964,0.00009930364,0.000001077426,0.0005161338],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001908446,"threshold_uncertainty_score":0.009923041,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01901755117933294,"score_gpt":0.3634871388216822,"score_spread":0.3444695876423492,"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."}}