{"id":"W4312979865","doi":"10.2196/37785","title":"Involving Older People With Frailty or Impairment in the Design Process of Digital Health Technologies to Enable Aging in Place: Scoping Review","year":2022,"lang":"en","type":"article","venue":"JMIR Human Factors","topic":"Technology Use by Older Adults","field":"Social Sciences","cited_by":28,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"","keywords":"Aging in place; Gerontology; Digital health; Process (computing); Psychology; Computer science; Medicine; Health care; Political science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"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":[0.03508265,0.002199619,0.005375056,0.01552169,0.002141146,0.006667915,0.002929066,0.005080117,0.005199515],"category_scores_gemma":[0.1381348,0.00142419,0.007101154,0.0143107,0.002195799,0.00678783,0.00448676,0.002544652,0.0008840291],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006089938,"about_ca_system_score_gemma":0.03211019,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009188895,"about_ca_topic_score_gemma":0.0179462,"domain_scores_codex":[0.9716415,0.01319761,0.008762225,0.001202168,0.004611682,0.000584726],"domain_scores_gemma":[0.8826007,0.09460797,0.009378154,0.002328024,0.01047608,0.0006090042],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","study_design_scores_codex":[0.0001183564,0.00005853383,0.0005304042,0.8308031,0.001884258,0.0001615752,0.002558868,0.0002511012,0.0001991687,0.002173557,0.003494322,0.1577668],"study_design_scores_gemma":[0.000037625,0.00007218791,0.0005094662,0.9629285,0.004121273,0.0001269761,0.0009019571,0.00006512758,0.0001336905,0.0007881732,0.03029079,0.00002429747],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.001095691,0.9911874,0.001509731,0.001057273,0.0004683035,0.002273074,0.0002436348,0.00002271843,0.002142236],"genre_scores_gemma":[0.008799635,0.9830987,0.003208587,0.0009478218,0.0001629098,0.003228237,0.0002008558,0.00001180789,0.0003414803],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.03508265,"threshold_uncertainty_score":0.185537,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05254722605252728,"score_gpt":0.3728780593617071,"score_spread":0.3203308333091798,"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."}}