{"id":"W4281727567","doi":"10.2196/38614","title":"Beyond Pathogen Filtration: Possibility of Smart Masks as Wearable Devices for Personal and Group Health and Safety Management","year":2022,"lang":"en","type":"article","venue":"JMIR mhealth and uhealth","topic":"Infection Control and Ventilation","field":"Medicine","cited_by":16,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Korea Advanced Institute of Science and Technology; Khalifa University of Science, Technology and Research; National Research Foundation of Korea; National Research Foundation","keywords":"Personal protective equipment; Wearable computer; Wearable technology; Computer science; Population; Internet privacy; Face masks; Smartwatch; Face shield; Computer security; Health care; Coronavirus disease 2019 (COVID-19); Human–computer interaction; Risk analysis (engineering); Medicine; Disease; Embedded system","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":[0.0007681933,0.0007869877,0.0004571037,0.0006512934,0.000404834,0.001564468,0.0008665984,0.001602883,0.003655191],"category_scores_gemma":[0.001165129,0.0003192569,0.0009327431,0.0004337014,0.0005694789,0.002692245,0.001062621,0.0007713473,0.001382579],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004038323,"about_ca_system_score_gemma":0.0004032874,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004203055,"about_ca_topic_score_gemma":0.0006026234,"domain_scores_codex":[0.9993607,0.0001497819,0.00003694906,0.0001343327,0.000225916,0.00009235384],"domain_scores_gemma":[0.9994103,0.0002187969,0.00006976222,0.00008105458,0.0001661469,0.00005387461],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0005619505,0.0002314051,0.007201282,0.003829965,0.0001334611,0.001880059,0.001663466,0.004129513,0.3704256,0.03737678,0.01668357,0.555883],"study_design_scores_gemma":[0.0000575616,0.002006998,0.0100138,0.001268121,0.0003682539,0.005258487,0.001528535,0.0269441,0.3183314,0.01972686,0.6142439,0.000251972],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.2491184,0.1308953,0.4932753,0.01294822,0.005097385,0.0009751683,0.001355874,0.002993514,0.1033409],"genre_scores_gemma":[0.7346044,0.03322982,0.1893184,0.003831543,0.0008124426,0.0003738656,0.0005624835,0.0002114145,0.03705565],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.003655191,"threshold_uncertainty_score":0.01222783,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02951527360675111,"score_gpt":0.342425037835073,"score_spread":0.3129097642283219,"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."}}