{"id":"W4413506802","doi":"10.1145/3763796","title":"Breaking Barriers: Co-Designing Physical Activity Promoting Technologies with Older Adults Living Alone","year":2025,"lang":"en","type":"article","venue":"ACM Transactions on Accessible Computing","topic":"Technology Use by Older Adults","field":"Social Sciences","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"Natural Sciences and Engineering Research Council of Canada; Canada Research Chairs; Fonds de recherche du Québec – Nature et technologies; AGE-WELL","keywords":"Independent living; Psychology; Gerontology; Physical activity; Medicine; Physical medicine and rehabilitation","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":[0.02234864,0.001060099,0.0005804437,0.001360719,0.004046886,0.005386892,0.001839259,0.001786502,0.002819789],"category_scores_gemma":[0.04157039,0.0007389386,0.001035594,0.0005661708,0.002950359,0.005650422,0.006153703,0.002053605,0.0006688626],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001532842,"about_ca_system_score_gemma":0.004643289,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001234811,"about_ca_topic_score_gemma":0.003014534,"domain_scores_codex":[0.9833269,0.01323753,0.0007838885,0.0008786234,0.0008934641,0.0008797129],"domain_scores_gemma":[0.9715101,0.02156874,0.001358116,0.001908317,0.001944225,0.00171041],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0004825074,0.00254598,0.03395121,0.003589382,0.000138263,0.001874778,0.691771,0.001818306,0.01648366,0.007645976,0.003222309,0.2364767],"study_design_scores_gemma":[0.0005382209,0.006372159,0.02164672,0.004037113,0.0007549354,0.001980225,0.7286367,0.009325253,0.01843798,0.02056803,0.1874001,0.0003026204],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8280286,0.001254973,0.1432736,0.003583662,0.0002268859,0.0046951,0.00009760561,0.0004609329,0.01837872],"genre_scores_gemma":[0.8021201,0.0009127124,0.1872517,0.0007750096,0.00003511736,0.004557378,0.0001024775,0.0001132437,0.004132243],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02234864,"threshold_uncertainty_score":0.1181923,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0137218741117105,"score_gpt":0.3172845006146026,"score_spread":0.3035626265028921,"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."}}