{"id":"W4200189784","doi":"10.1038/s41598-021-03105-1","title":"Passive longitudinal weight and cardiopulmonary monitoring in the home bed","year":2021,"lang":"en","type":"article","venue":"Scientific Reports","topic":"Non-Invasive Vital Sign Monitoring","field":"Engineering","cited_by":16,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Daiichi Sankyo Europe; National Center for Advancing Translational Sciences; National Institute of Nursing Research; National Heart, Lung, and Blood Institute; Relypsa; Office of the President, University of California; University of California, San Diego; St. Jude Medical; HLS Therapeutics; Idorsia Pharmaceuticals; Medicines Company; Regado Biosciences; Belvoir Media Group; Novo Nordisk; MyoKardia; AstraZeneca; Amarin Corporation; Ironwood Pharmaceuticals, Incorporated; National Institutes of Health; Regeneron Pharmaceuticals; Duke Clinical Research Institute; Georgia Clinical and Translational Science Alliance; Eisai; Brigham and Women's Hospital; Boston VA Research Institute; Boston Scientific Corporation; Bristol-Myers Squibb; Cleveland Clinic; Alnylam Pharmaceuticals; Tobacco-Related Disease Research Program; CSL Behring; Eli Lilly and Company; Amgen; Pfizer; Sanofi; Center for Future Technologies in Cancer Care, Boston University; American Heart Association","keywords":"Medicine; Bypass grafting; Cardiopulmonary bypass; Cardiology; Intensive care medicine; Physical therapy; Emergency medicine; Internal medicine; Artery","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002675721,0.0004585714,0.0003280925,0.0002507752,0.0001532308,0.0004027341,0.0004125228,0.0004086746,0.001313504],"category_scores_gemma":[0.0005734171,0.0001525336,0.0002174378,0.0002069222,0.0001619249,0.0003679963,0.0004556902,0.0003188009,0.0004132133],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001109801,"about_ca_system_score_gemma":0.0001578009,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006122529,"about_ca_topic_score_gemma":0.001432008,"domain_scores_codex":[0.9997581,0.00004736847,0.00001432129,0.00006721549,0.0000934865,0.00001964195],"domain_scores_gemma":[0.9997613,0.0000390206,0.00006134131,0.00003998775,0.00006138087,0.00003695911],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.001502548,0.0009004413,0.1807125,0.0006117972,0.0002033858,0.0009950125,0.0006788181,0.001568124,0.5478316,0.000859612,0.00521171,0.2589244],"study_design_scores_gemma":[0.0001509471,0.00515465,0.7171634,0.0001333992,0.0002890802,0.005580311,0.0006058164,0.02716921,0.2298415,0.001178246,0.01261817,0.0001152712],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9569761,0.001014838,0.03548655,0.0003292299,0.0002333942,0.0001226278,0.0008244186,0.0005018404,0.004510968],"genre_scores_gemma":[0.9753289,0.0004897869,0.01964618,0.0004058705,0.0001361008,0.0001129284,0.0005523596,0.00004417315,0.00328354],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001313504,"threshold_uncertainty_score":0.004394114,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01368411959003433,"score_gpt":0.2221381625180517,"score_spread":0.2084540429280174,"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."}}