{"id":"W4392556286","doi":"10.1080/13607863.2024.2320132","title":"Technology, aging, and mental health: opportunities and challenges","year":2024,"lang":"en","type":"editorial","venue":"Aging & Mental Health","topic":"Technology Use by Older Adults","field":"Social Sciences","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"Simon Fraser University","funders":"","keywords":"Mental health; Psychology; Engineering ethics; Gerontology; Engineering; Psychiatry; Medicine","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts"],"consensus_categories":[],"category_scores_codex":[0.001834792,0.000485456,0.000777367,0.0007453998,0.001797008,0.0001639056,0.0004727043,0.0009110533,0.00001694789],"category_scores_gemma":[0.0001056151,0.0005212644,0.00006059252,0.0002766386,0.00165163,0.000227974,0.0006083472,0.001475494,0.00001780324],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001085819,"about_ca_system_score_gemma":0.001846237,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.008107052,"about_ca_topic_score_gemma":0.02156983,"domain_scores_codex":[0.9961163,0.0002817364,0.0005690316,0.00104316,0.0008252275,0.001164492],"domain_scores_gemma":[0.9985667,0.0001863293,0.0003743415,0.0003657021,0.00005760648,0.0004492544],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000004415836,0.00003500429,0.00005491889,0.001009847,0.00005245532,0.00001479943,0.03346139,2.838098e-9,4.338426e-7,0.005919572,0.7984203,0.1610269],"study_design_scores_gemma":[0.0003881117,0.0002560567,0.00001816724,0.001709395,0.00001181132,0.0000171886,0.06022551,0.000001854273,0.000002136181,0.001819722,0.935202,0.0003480508],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"review","genre_scores_codex":[0.0007754582,0.2532889,6.906226e-7,0.422618,0.3200195,0.0008263352,0.0004594929,0.001164001,0.0008475654],"genre_scores_gemma":[0.004027876,0.8512927,0.0004296257,0.001155525,0.1387562,0.00009632452,0.0004035258,0.0001339099,0.00370429],"genre_candidate":"review","genre_consensus":null,"teacher_disagreement_score":0.5980037,"threshold_uncertainty_score":0.9997239,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04667301861666385,"score_gpt":0.3538543571542339,"score_spread":0.30718133853757,"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."}}