{"id":"W3153600795","doi":"10.1109/jsen.2021.3072607","title":"Contact and Remote Breathing Rate Monitoring Techniques: A Review","year":2021,"lang":"en","type":"review","venue":"IEEE Sensors Journal","topic":"Non-Invasive Vital Sign Monitoring","field":"Engineering","cited_by":98,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Montréal; Polytechnique Montréal","funders":"Natural Sciences and Engineering Research Council of Canada; Mitacs","keywords":"Breathing; Respiratory monitoring; Radar; Computer science; Real-time computing; Remote patient monitoring; Respiratory rate; Doppler radar; Remote sensing; Electronic engineering; Medicine; Engineering; Telecommunications; Respiratory system","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":[0.0008887842,0.001086409,0.001304241,0.003076519,0.0003090591,0.001057787,0.001329968,0.001287299,0.005000569],"category_scores_gemma":[0.001726096,0.0005245236,0.0008727908,0.002084983,0.0004260316,0.00193414,0.0006422997,0.001201376,0.003074861],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003500773,"about_ca_system_score_gemma":0.0008756612,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008636384,"about_ca_topic_score_gemma":0.0008172379,"domain_scores_codex":[0.9994872,0.0000593204,0.00007701915,0.0001162218,0.0002279229,0.00003235904],"domain_scores_gemma":[0.9989009,0.0006429818,0.0001114197,0.00003442505,0.0002712255,0.00003901349],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00007830114,0.0001001593,0.0003190635,0.02163471,0.00008220575,0.0001484671,0.00006187713,0.0004359134,0.003712631,0.0020488,0.01308278,0.9582951],"study_design_scores_gemma":[0.00001487689,0.0003591912,0.001652384,0.006012805,0.0002537482,0.002738951,0.0001089527,0.0005554652,0.003771589,0.001521912,0.9829431,0.00006701388],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.000341045,0.9962859,0.001151542,0.0001761944,0.0002544158,0.00001840111,0.00003729361,0.00002176274,0.001713328],"genre_scores_gemma":[0.002213978,0.9943163,0.001468762,0.0002174949,0.0002832924,0.00003212872,0.0001004221,0.000009081,0.00135854],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.005000569,"threshold_uncertainty_score":0.01672852,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04125053884459742,"score_gpt":0.3169026512045932,"score_spread":0.2756521123599958,"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."}}