{"id":"W4412862567","doi":"10.1016/j.microc.2025.114605","title":"Visual point-of-care diabetic breath diagnosis with integration of dye/MOF on permeable hydrophilic polypropylene fabric","year":2025,"lang":"en","type":"article","venue":"Microchemical Journal","topic":"Advanced Chemical Sensor Technologies","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":false,"ca_institutions":"The Scarborough Hospital; University of Toronto","funders":"Iran University of Science and Technology; Ontario Ministry of Research and Innovation; Natural Sciences and Engineering Research Council of Canada; Canada Research Chairs; Canada Foundation for Innovation","keywords":"Polypropylene; Materials science; Point of care; Chemical engineering; Composite material; Medicine; Nursing; Engineering","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00002830024,0.0002302449,0.0003853911,0.0002093377,0.00004115152,0.00001727671,0.0002719089,0.0001795739,0.00003186581],"category_scores_gemma":[0.0001115721,0.000182018,0.0001155694,0.0004173107,0.000160608,0.00008664659,0.00004959222,0.0005715403,0.000003403886],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002411144,"about_ca_system_score_gemma":0.00001460012,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000003051703,"about_ca_topic_score_gemma":8.801838e-7,"domain_scores_codex":[0.9988944,0.00001236183,0.0004099085,0.0001880713,0.0001969178,0.000298374],"domain_scores_gemma":[0.9993759,0.0001163736,0.0001011061,0.0002022735,0.0001376688,0.00006667869],"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":[0.00006833205,0.00008144457,0.00100308,0.0001561952,0.0000612764,0.000006616844,0.00009286121,0.001094174,0.9839216,0.00003790607,0.0002169916,0.01325954],"study_design_scores_gemma":[0.0005064652,0.000208521,0.0002491547,0.0006891891,0.00005091956,0.00003005173,0.0003375586,0.0006286612,0.9964501,0.0005721702,0.0001048716,0.0001723196],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9944443,0.001475213,0.00310021,0.0001305069,0.00005669847,0.0001141118,0.00001098501,0.0001397595,0.0005281807],"genre_scores_gemma":[0.9968306,0.0003125048,0.002713249,0.00003083794,0.00003673466,0.00001396592,0.000008465649,0.00003010909,0.00002351903],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01308722,"threshold_uncertainty_score":0.7422478,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.003531427297930324,"score_gpt":0.2200159710653997,"score_spread":0.2164845437674694,"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."}}