{"id":"W4390993433","doi":"10.1109/biocas58349.2023.10388884","title":"Designing a Wearable Wireless System for Real-time Bioimpedance Spectroscopy of Body Fluid","year":2023,"lang":"en","type":"article","venue":"","topic":"Body Composition Measurement Techniques","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto Rehabilitation Institute; University of Toronto; University Health Network","funders":"","keywords":"Wearable computer; Wireless; Computer science; Microcontroller; Bluetooth; STM32; Embedded system; Computer hardware; Operating system; Telecommunications; Chip","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007052046,0.0001296908,0.0003693682,0.0001892568,0.00006714895,0.00001317609,0.00009905768,0.0000707944,0.00004479053],"category_scores_gemma":[0.00003199164,0.000115853,0.0001000032,0.0003967124,0.00003792528,0.00006329583,0.00002506108,0.00006029269,0.0000914742],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001293108,"about_ca_system_score_gemma":0.00009141552,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005036644,"about_ca_topic_score_gemma":7.607407e-7,"domain_scores_codex":[0.9987851,0.00003845329,0.0003339475,0.0002485366,0.0003117693,0.0002821429],"domain_scores_gemma":[0.9991975,0.00008790907,0.00009847399,0.0003282267,0.0002092382,0.0000786705],"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":[0.0001690267,0.00003882202,0.0004699,0.0005656666,0.00004179072,0.00000721394,0.00003253352,0.000001704985,0.9859565,0.0009565219,0.01167382,0.00008647396],"study_design_scores_gemma":[0.0007531774,0.0005051607,0.00046811,0.0009487256,0.00006665733,0.00001368659,0.0001038064,0.006606532,0.9902637,0.00006416587,0.0001002092,0.0001060669],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7914352,0.0001076004,0.1632455,0.0007238591,0.0001932405,0.003176813,0.00002281019,0.004747316,0.03634763],"genre_scores_gemma":[0.9252481,0.0000634152,0.07228376,0.00003795996,0.00009863668,0.000148839,0.00002140376,0.00004224988,0.002055565],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1338129,"threshold_uncertainty_score":0.4724349,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02718306127093829,"score_gpt":0.2983468319769559,"score_spread":0.2711637707060176,"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."}}