{"id":"W4393871362","doi":"10.2196/51076","title":"Attributes, Quality, and Downloads of Dementia-Related Mobile Apps for Patients With Dementia and Their Caregivers: App Review and Evaluation Study","year":2024,"lang":"en","type":"article","venue":"JMIR Formative Research","topic":"Mobile Health and mHealth Applications","field":"Health Professions","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"National Science and Technology Council; China Medical University, Taiwan; China Medical University","keywords":"Dementia; Mobile apps; Psychology; App store; Quality (philosophy); Gerontology; Computer science; World Wide Web; Internet privacy; Medicine; Disease; Internal medicine","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":[],"consensus_categories":[],"category_scores_codex":[0.01545571,0.0005784087,0.002943446,0.01008771,0.0007860183,0.001418652,0.000635121,0.0006241722,0.0006689866],"category_scores_gemma":[0.05223091,0.000421122,0.003402564,0.006868144,0.0005731999,0.001703876,0.00119352,0.0004163496,0.0001459608],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002014216,"about_ca_system_score_gemma":0.004980414,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003388334,"about_ca_topic_score_gemma":0.009977822,"domain_scores_codex":[0.9899167,0.003322053,0.003549322,0.0005281783,0.002443462,0.0002402293],"domain_scores_gemma":[0.945237,0.02137199,0.01140302,0.001316839,0.01968611,0.0009850956],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.005079628,0.001670754,0.3484375,0.1477345,0.009060745,0.001718901,0.01386835,0.0003458486,0.002295986,0.0002587291,0.003777205,0.4657519],"study_design_scores_gemma":[0.001858028,0.01365153,0.8155352,0.07232704,0.04196136,0.005461424,0.01340389,0.001600624,0.003534222,0.0002694531,0.02997853,0.0004186394],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7448586,0.2367977,0.001909656,0.000671951,0.000224964,0.01016949,0.002900333,0.00006724912,0.002400026],"genre_scores_gemma":[0.8612684,0.1207065,0.006952443,0.0004965676,0.0001992316,0.007958243,0.001731989,0.00001967168,0.0006669636],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01545571,"threshold_uncertainty_score":0.08173859,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1342627472031094,"score_gpt":0.5372413383817162,"score_spread":0.4029785911786068,"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."}}