{"id":"W7125122567","doi":"10.1109/sensors59705.2025.11331050","title":"Printed Flexible Sensors for Breath Analysis in Non-Invasive Health Monitoring","year":2025,"lang":"","type":"article","venue":"","topic":"Advanced Chemical Sensor Technologies","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"École de Technologie Supérieure","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Breath gas analysis; Noise (video); Key (lock)","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":[0.0002944506,0.00044112,0.0004057209,0.0004345323,0.0001896176,0.0008218345,0.001076903,0.001185521,0.002736791],"category_scores_gemma":[0.0009384226,0.0004160161,0.0003964429,0.000456912,0.0003812508,0.0008048422,0.0005716011,0.0007518478,0.001286866],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002375673,"about_ca_system_score_gemma":0.0001323988,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001267173,"about_ca_topic_score_gemma":0.0004043309,"domain_scores_codex":[0.9993845,0.00007557977,0.0000281328,0.0001300899,0.0003376121,0.00004402849],"domain_scores_gemma":[0.9993333,0.0002649726,0.00009738181,0.0001246885,0.0001461324,0.00003350132],"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":[0.0001624073,0.00006629938,0.0004215767,0.000264566,0.00003590038,0.0002996571,0.00007428777,0.00136292,0.946137,0.0009465452,0.00101695,0.04921199],"study_design_scores_gemma":[0.00001621951,0.0003775415,0.001865353,0.00003376091,0.00004873653,0.0004310841,0.00005876091,0.01191339,0.9754436,0.0006799236,0.009089909,0.00004189652],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.4746704,0.013927,0.4762558,0.001192956,0.003040405,0.0001986135,0.001078763,0.003288613,0.02634745],"genre_scores_gemma":[0.8832041,0.002120273,0.09016144,0.0007559575,0.00024379,0.0001021808,0.0003138842,0.000187997,0.02291051],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.002736791,"threshold_uncertainty_score":0.009155452,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0142427730990406,"score_gpt":0.3002164543963279,"score_spread":0.2859736812972873,"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."}}