{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00008798654,0.00008126275,0.0001520138,0.00003255623,0.00007545033,0.00001898739,0.00001885362,0.00005532343,0.00005040401],"category_scores_gemma":[0.00012327,0.00006888989,0.00006493783,0.0001284849,0.00002057482,0.00002219016,0.0000172012,0.00009467278,0.00001635488],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001480204,"about_ca_system_score_gemma":0.00008602617,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001058172,"about_ca_topic_score_gemma":7.435575e-7,"domain_scores_codex":[0.9992929,0.00009792505,0.0001571015,0.0001628716,0.0001577521,0.0001314337],"domain_scores_gemma":[0.999545,0.00007880037,0.00004700776,0.0001371771,0.0001176613,0.00007436985],"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":[0.00009700421,0.00002276156,0.003068616,0.00004836322,0.00002454502,0.00006838754,0.0001139101,0.001619439,0.9918247,0.0002356126,0.00000860436,0.002868006],"study_design_scores_gemma":[0.0005995097,0.00006910539,0.7532791,0.000362629,0.00007290363,0.0001696329,0.003032087,0.05187558,0.1899494,0.00001562055,0.0004281899,0.0001462373],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9970793,0.00004781392,0.0005719834,0.00008394018,0.0002352577,0.00009058825,0.000001818908,0.00007545584,0.001813902],"genre_scores_gemma":[0.9937855,0.000002111402,0.004938542,0.00004122625,0.0002360418,0.0000014709,0.00001106737,0.00001122537,0.0009728001],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8018754,"threshold_uncertainty_score":0.2809248,"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."}}