{"id":"W3206083514","doi":"10.3390/s21216949","title":"Microwave Hydration Monitoring: System Assessment Using Fasting Volunteers","year":2021,"lang":"en","type":"article","venue":"Sensors","topic":"Thermoregulation and physiological responses","field":"Medicine","cited_by":12,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"","keywords":"Permittivity; Microwave; Population; Metric (unit); Gold standard (test); Medicine; Materials science; Computer science; Environmental health; Internal medicine; Telecommunications; Engineering; Dielectric","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":[0.0006253383,0.0003561614,0.0003750378,0.0002848078,0.0002610556,0.0003593552,0.000248487,0.0005279867,0.0009214424],"category_scores_gemma":[0.0009117664,0.0001002818,0.0001450836,0.0002229467,0.0002254856,0.0002307653,0.0004044036,0.000192741,0.000359436],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001030245,"about_ca_system_score_gemma":0.0001352474,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008397783,"about_ca_topic_score_gemma":0.001084473,"domain_scores_codex":[0.9996756,0.0001195829,0.0000248692,0.00009018672,0.00006542565,0.00002428678],"domain_scores_gemma":[0.9997287,0.00005371377,0.00005285551,0.00002760253,0.00009981242,0.00003709619],"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":[0.006982108,0.002108274,0.2197401,0.0009794395,0.0002709186,0.0008541063,0.003026159,0.00206766,0.5729354,0.0003547146,0.00251203,0.1881691],"study_design_scores_gemma":[0.0003185961,0.02853101,0.7800769,0.0001567505,0.000511954,0.005051444,0.003401262,0.02289289,0.1488875,0.0005673601,0.009444795,0.0001595712],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9821956,0.0004548459,0.01545394,0.00008453466,0.00003905529,0.0002251954,0.0002849983,0.0001567279,0.001105035],"genre_scores_gemma":[0.9817841,0.0004109046,0.01568119,0.0001619666,0.00003621867,0.0003341686,0.0003978776,0.00001949335,0.001174022],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0009214424,"threshold_uncertainty_score":0.003307164,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05529905723648038,"score_gpt":0.338966800321233,"score_spread":0.2836677430847526,"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."}}