{"id":"W4310641398","doi":"10.1002/advs.202204171","title":"MicroSweat: A Wearable Microfluidic Patch for Noninvasive and Reliable Sweat Collection Enables Human Stress Monitoring","year":2022,"lang":"en","type":"article","venue":"Advanced Science","topic":"Advanced Sensor and Energy Harvesting Materials","field":"Engineering","cited_by":48,"is_retracted":false,"has_abstract":true,"ca_institutions":"Health Sciences Centre; ARC Resources (Canada); Libin Cardiovascular Institute of Alberta; University of Calgary","funders":"Natural Sciences and Engineering Research Council of Canada; Alberta Innovates; University of Calgary","keywords":"SWEAT; Wearable computer; Biomarker; Microfluidics; Eccrine sweat; Medicine; Computer science; Chemistry; Internal medicine; Materials science; Nanotechnology","routes":{"ca_aff":true,"ca_fund":true,"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":[],"consensus_categories":[],"category_scores_codex":[0.0001311143,0.0002756481,0.0001592119,0.0002013272,0.0001335433,0.0002476318,0.0003273992,0.0004117225,0.0008944243],"category_scores_gemma":[0.0002330501,0.0001706964,0.0001875356,0.000102301,0.0002012542,0.0003244201,0.0002765201,0.0002717423,0.0002865643],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002020286,"about_ca_system_score_gemma":0.0001855627,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002846314,"about_ca_topic_score_gemma":0.0005381253,"domain_scores_codex":[0.9998786,0.000008915618,0.00000782674,0.00004945761,0.0000400547,0.00001502544],"domain_scores_gemma":[0.9998267,0.00004337359,0.0000569609,0.00002171387,0.0000336666,0.00001763564],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.00002318875,0.00001421527,0.0001727822,0.00004368818,0.00000475944,0.00003814085,0.0000128587,0.0001477965,0.994103,0.0001096355,0.0002994962,0.005030422],"study_design_scores_gemma":[0.00001757352,0.0003320177,0.003776937,0.000009341988,0.00001475408,0.0002213783,0.00002998324,0.00582199,0.9829826,0.00009269779,0.006676415,0.00002430288],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.881026,0.00469647,0.1066494,0.0008936995,0.0005774377,0.000204267,0.0009764448,0.001358109,0.003618116],"genre_scores_gemma":[0.9544404,0.001021044,0.04010326,0.0002760158,0.00009956166,0.0001576221,0.0002076607,0.00003859513,0.003655885],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0008944243,"threshold_uncertainty_score":0.002992153,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01288741622509534,"score_gpt":0.2450887359995135,"score_spread":0.2322013197744181,"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."}}