{"id":"W4411135311","doi":"10.1002/adma.202504534","title":"A Fully Integrated Wearable Sweat Sensing Patch for Online Analysis of Multiple Parkinson's Disease‐Related Biomarkers","year":2025,"lang":"en","type":"article","venue":"Advanced Materials","topic":"Advanced Sensor and Energy Harvesting Materials","field":"Engineering","cited_by":21,"is_retracted":false,"has_abstract":true,"ca_institutions":"MacEwan University","funders":"National Natural Science Foundation of China","keywords":"Wearable computer; Asymptomatic; Parkinson's disease; Ascorbic acid; Biomarker; Materials science; Wearable technology; Computer science; Disease; Biomedical engineering; Embedded system; Medicine; Internal medicine; Biology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.000257861,0.0003312919,0.0008589462,0.0004516424,0.00008652452,0.00003790203,0.0001571791,0.0001238102,0.00006930395],"category_scores_gemma":[0.0005634301,0.0003235332,0.0001761995,0.001024181,0.00006743098,0.0001917233,0.0000388715,0.00005340965,0.000002747331],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000114515,"about_ca_system_score_gemma":0.000041257,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001172757,"about_ca_topic_score_gemma":0.0001199673,"domain_scores_codex":[0.9981867,0.0000709528,0.0007873723,0.0003798706,0.0001438959,0.0004312088],"domain_scores_gemma":[0.9988129,0.0002858925,0.0001589158,0.0004185953,0.0002224515,0.0001013114],"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":[0.0003385014,0.00003063809,0.00015594,0.0002522635,0.0009815432,0.00000494435,0.00002946259,0.2383196,0.7546988,0.00006645859,0.00008073203,0.005041166],"study_design_scores_gemma":[0.00174189,0.00004157897,0.004076485,0.0005407596,0.001359617,0.0000010673,0.0001412301,0.06114174,0.9168181,0.001591714,0.01198594,0.0005598563],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9697658,0.0004443699,0.02623843,0.0000368174,0.001136372,0.0004007303,0.001345658,0.0004988166,0.0001330392],"genre_scores_gemma":[0.9619139,0.0003066167,0.03660819,0.00003421111,0.00002840111,0.00003686573,0.0007693663,0.0000615322,0.000240883],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1771778,"threshold_uncertainty_score":0.9999217,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00888032710116176,"score_gpt":0.2413901068957948,"score_spread":0.2325097797946331,"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."}}