{"id":"W2802340031","doi":"10.1109/iscas.2018.8351359","title":"A Continuous Respiratory Monitoring System Using Ultrasound Piezo Transducer","year":2018,"lang":"en","type":"article","venue":"","topic":"Non-Invasive Vital Sign Monitoring","field":"Engineering","cited_by":20,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"","keywords":"Spirometer; Ultrasound; Transducer; SIGNAL (programming language); Breathing; Acoustics; Computer science; Biomedical engineering; Respiratory rate; Medicine; Heart rate; Physics; Radiology; Spirometry","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005235059,0.000390347,0.0005422899,0.0004330146,0.0002652516,0.0004958339,0.001082248,0.001048768,0.002901349],"category_scores_gemma":[0.0007941762,0.0002497773,0.0002416806,0.0003546784,0.0001921174,0.0005997748,0.000490867,0.0003643934,0.001163291],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001562047,"about_ca_system_score_gemma":0.0003718501,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003743396,"about_ca_topic_score_gemma":0.0003660631,"domain_scores_codex":[0.9990718,0.0001113343,0.00005737722,0.0002625987,0.0004679918,0.00002883108],"domain_scores_gemma":[0.999473,0.0001543809,0.00006834193,0.00005249001,0.0002040601,0.00004759638],"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":[0.0004426366,0.0001434335,0.003247846,0.0006122245,0.00005181102,0.0003388315,0.0001489076,0.001089211,0.7644318,0.0007759419,0.004758112,0.2239593],"study_design_scores_gemma":[0.0005514531,0.006257847,0.05402032,0.000256208,0.0004648615,0.01630997,0.0001816144,0.1716037,0.6433902,0.00131687,0.1051915,0.0004554526],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1282998,0.004704146,0.8427643,0.001051969,0.0009857455,0.0007038614,0.001109488,0.01074894,0.009631876],"genre_scores_gemma":[0.7413714,0.001628836,0.2395079,0.001168829,0.0005626525,0.0006219532,0.0006825655,0.0001195171,0.01433638],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.002901349,"threshold_uncertainty_score":0.009705961,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02535233892487331,"score_gpt":0.245883650560562,"score_spread":0.2205313116356887,"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."}}