{"id":"W7165691631","doi":"10.67265/jsrd.v1.i2.01","title":"Enhancing Participation of People Aged 75+ in Clinical and Applied Health Research Through Inclusive, Technology-Enabled Methodologies","year":2025,"lang":"","type":"article","venue":"Journal of Social Research Dynamics","topic":"Technology Use by Older Adults","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Health Care Foundation","funders":"","keywords":"Digital health; Qualitative research; Relevance (law); Preference; Focus group; Research design; Multimethodology","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":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.06525279,0.0005793977,0.0008755166,0.003083805,0.002917083,0.004574728,0.001208126,0.001430977,0.003981086],"category_scores_gemma":[0.07077097,0.0004900385,0.0011269,0.001517013,0.002244019,0.003303826,0.01020345,0.0009439079,0.000749864],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001227692,"about_ca_system_score_gemma":0.009719454,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005237904,"about_ca_topic_score_gemma":0.002417174,"domain_scores_codex":[0.9362427,0.05450789,0.003070804,0.001506183,0.003053151,0.001619319],"domain_scores_gemma":[0.9372126,0.04457159,0.00677594,0.00350182,0.003473572,0.004464388],"domain_codex":null,"domain_gemma":"methods","domain_candidate":"methods","domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.001052552,0.005354178,0.09967344,0.01057375,0.000454138,0.000605805,0.2280947,0.0002923557,0.005852657,0.005275323,0.002185277,0.6405858],"study_design_scores_gemma":[0.002041518,0.02865846,0.3201629,0.02316211,0.001574685,0.002567099,0.4189594,0.001322934,0.007981332,0.03777529,0.1554569,0.0003374338],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"methods","genre_scores_codex":[0.9447139,0.007915262,0.01746744,0.006062782,0.0002491435,0.007386798,0.0001884749,0.00006660426,0.01594966],"genre_scores_gemma":[0.9336005,0.006693255,0.04010579,0.003187048,0.000199845,0.01403602,0.000114326,0.00001550941,0.002047604],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.9347472,"threshold_uncertainty_score":0.3450938,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2172147826543926,"score_gpt":0.5733284227231575,"score_spread":0.3561136400687649,"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."}}