{"id":"W1866805582","doi":"10.2196/rehab.4084","title":"A Smart Insole to Promote Healthy Aging for Frail Elderly Individuals: Specifications, Design, and Preliminary Results","year":2015,"lang":"en","type":"article","venue":"JMIR Rehabilitation and Assistive Technologies","topic":"Frailty in Older Adults","field":"Medicine","cited_by":23,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Agence Nationale de la Recherche","keywords":"Gerontology; Aging in place; Healthy aging; Physical medicine and rehabilitation; Medicine; Psychology","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":[0.002115648,0.0007377459,0.0004626358,0.0007955392,0.0002771766,0.0008375173,0.001246304,0.001475545,0.002148751],"category_scores_gemma":[0.002666221,0.0002574918,0.0005474005,0.0004382553,0.0003586228,0.0006236834,0.0005597579,0.0003669126,0.0005665446],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003704304,"about_ca_system_score_gemma":0.0006365142,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007067763,"about_ca_topic_score_gemma":0.0008863718,"domain_scores_codex":[0.9986789,0.0003307313,0.0001260987,0.0001403022,0.000624145,0.00009985671],"domain_scores_gemma":[0.9983087,0.0003341296,0.0001443755,0.0001894796,0.0008973618,0.000126089],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.001513535,0.002061985,0.01783148,0.006102187,0.0002365936,0.002139648,0.001797091,0.03654033,0.5911489,0.004666432,0.006234368,0.3297275],"study_design_scores_gemma":[0.00129999,0.03338105,0.05383888,0.0007259219,0.0009624471,0.004359188,0.001500716,0.1799356,0.6152151,0.002169529,0.1062706,0.0003409655],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5668142,0.002855822,0.4147459,0.0005629535,0.000321876,0.00412728,0.001231012,0.001571447,0.007769395],"genre_scores_gemma":[0.760632,0.001344278,0.2258549,0.0001934138,0.000052046,0.002340541,0.001166639,0.0001625077,0.008253747],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002148751,"threshold_uncertainty_score":0.01118875,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07351796488756054,"score_gpt":0.3460628217619708,"score_spread":0.2725448568744103,"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."}}