{"id":"W4407302638","doi":"10.2196/64445","title":"Use of Digital Health Technologies for Dementia Care: Bibliometric Analysis and Report","year":2025,"lang":"en","type":"review","venue":"JMIR Mental Health","topic":"Mobile Health and mHealth Applications","field":"Health Professions","cited_by":14,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Monash University; European Commission; University College London; World Health Organization","keywords":"Dementia; Medicine; Data science; Library science; Computer science; Pathology","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":["bibliometrics"],"consensus_categories":[],"category_scores_codex":[0.06964221,0.001769419,0.009504042,0.2957665,0.002433249,0.00897933,0.002421916,0.00161277,0.004293289],"category_scores_gemma":[0.2999137,0.001200559,0.009725775,0.3287811,0.002498087,0.006414155,0.007591436,0.001061893,0.0005475056],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.009153875,"about_ca_system_score_gemma":0.0199644,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01234608,"about_ca_topic_score_gemma":0.01257436,"domain_scores_codex":[0.8807144,0.03120217,0.04750843,0.006141391,0.03260646,0.001827222],"domain_scores_gemma":[0.6563889,0.2434333,0.04914783,0.009861901,0.03947446,0.001693587],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0005809557,0.0001769091,0.2235829,0.4916279,0.02734894,0.0007233014,0.0107239,0.00170348,0.0006722668,0.004694132,0.01361488,0.2245505],"study_design_scores_gemma":[0.0006245501,0.0007727363,0.501889,0.2751915,0.08180624,0.002654164,0.02393335,0.007092989,0.001871129,0.01260268,0.09091759,0.0006441465],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.2062963,0.6678481,0.009835574,0.00846489,0.0008149635,0.01335958,0.07183471,0.0006898778,0.02085619],"genre_scores_gemma":[0.6590884,0.2759376,0.02282614,0.0007998699,0.0006078233,0.01583382,0.02377341,0.0001565819,0.00097638],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.7042335,"threshold_uncertainty_score":0.3683076,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1192483220312638,"score_gpt":0.5313542875457775,"score_spread":0.4121059655145137,"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."}}