{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005616941,0.0001537447,0.0001826549,0.0001229361,0.000185698,0.0003130489,0.0001142565,0.00005747796,0.000009854027],"category_scores_gemma":[0.00007134974,0.0001289068,0.00006486836,0.0006654568,0.00009837813,0.0002508527,0.0000883864,0.0002110837,0.000007592218],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008385276,"about_ca_system_score_gemma":0.00004194212,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001366207,"about_ca_topic_score_gemma":0.00000935632,"domain_scores_codex":[0.9983895,0.00004453468,0.0003082995,0.0004837007,0.0004390194,0.0003348956],"domain_scores_gemma":[0.9991312,0.00006830251,0.000046578,0.0005975091,0.00007859826,0.00007778384],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.000001836559,0.0000257997,0.7384689,0.00008300834,0.00003905928,0.01811694,0.0009359983,0.0006477176,0.2361457,0.00002915931,0.001008648,0.004497204],"study_design_scores_gemma":[0.0002405262,0.00001870998,0.424574,0.000322111,0.00005208546,0.004088825,0.001384393,0.0001004373,0.5536165,0.00839489,0.006551498,0.0006560232],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9836375,0.002768747,0.00009566483,0.00005268508,0.01188488,0.0001327277,0.000001353711,0.00008284493,0.001343658],"genre_scores_gemma":[0.9990485,0.00004522434,0.0003062925,0.000002093006,0.0003987772,0.00003387874,0.000007289661,0.00002147272,0.0001364653],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3174708,"threshold_uncertainty_score":0.5256665,"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."}}