{"id":"W4390031634","doi":"10.2196/48803","title":"Advances and Opportunities of Mobile Health in the Postpandemic Era: Smartphonization of Wearable Devices and Wearable Deviceization of Smartphones","year":2023,"lang":"en","type":"article","venue":"JMIR mhealth and uhealth","topic":"Mobile Health and mHealth Applications","field":"Health Professions","cited_by":28,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Ministry of Science and ICT, South Korea; National Research Foundation of Korea; Daejeon University; National Research Foundation","keywords":"Preprint; Wearable computer; Wearable technology; mHealth; Pandemic; Internet privacy; Mobile device; Computer science; Computer security; Coronavirus disease 2019 (COVID-19); Health care; Medicine; World Wide Web; Embedded system; Political science","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":[0.0008772028,0.0004117537,0.0002384246,0.001087603,0.0004532492,0.001988486,0.0004191841,0.001192417,0.004555465],"category_scores_gemma":[0.0009110303,0.0001241348,0.0004107845,0.0009073439,0.001156093,0.002532956,0.001649676,0.001088785,0.0009481107],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006489633,"about_ca_system_score_gemma":0.0009526364,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007591416,"about_ca_topic_score_gemma":0.001401644,"domain_scores_codex":[0.9995878,0.0001283528,0.00002159609,0.00006010796,0.0001170505,0.00008517738],"domain_scores_gemma":[0.9993013,0.0002903943,0.00008025338,0.00005635615,0.0001900241,0.00008167454],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001393517,0.0002022198,0.009619211,0.001889452,0.00004125227,0.0009952736,0.002823781,0.000498487,0.01211229,0.1449886,0.01817111,0.8085189],"study_design_scores_gemma":[0.00003737348,0.0007123829,0.03743391,0.002967389,0.0001062126,0.004342687,0.009213958,0.005043871,0.009748507,0.09637352,0.8339077,0.0001125213],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.1303037,0.5306081,0.06034886,0.0801653,0.004564183,0.0001634606,0.0004115405,0.0004360647,0.1929989],"genre_scores_gemma":[0.5961879,0.3194846,0.04515453,0.009548321,0.005029218,0.0001301321,0.0002079077,0.00006090381,0.02419646],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.004555465,"threshold_uncertainty_score":0.01523954,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08587445415923534,"score_gpt":0.4346392759264177,"score_spread":0.3487648217671824,"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."}}