{"id":"W2581930869","doi":"10.1109/biocas.2016.7833743","title":"Live demonstration: Portable impedance-based biosensor system for metabolomic sensing","year":2016,"lang":"en","type":"article","venue":"","topic":"Biosensors and Analytical Detection","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Biosensor; Electrical impedance; Electrode; Computer science; Materials science; Point-of-care testing; Nanotechnology; Biomedical engineering; Electrical engineering; Engineering; Chemistry; Medicine","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":[0.0005381213,0.0008747694,0.0006189944,0.0003378899,0.0003645328,0.0005624584,0.002395279,0.001626444,0.009101919],"category_scores_gemma":[0.0007139964,0.0003390119,0.0003555039,0.0002557225,0.0003182483,0.001090106,0.001143097,0.001196239,0.00436447],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003051836,"about_ca_system_score_gemma":0.0002749762,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004752915,"about_ca_topic_score_gemma":0.0005126518,"domain_scores_codex":[0.9993026,0.00007021978,0.00003476032,0.0002210758,0.0003098579,0.00006144535],"domain_scores_gemma":[0.9996021,0.00006964996,0.00004797464,0.00006798566,0.0001509911,0.00006128851],"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":[0.0001453614,0.0001287816,0.0004090997,0.0001587227,0.00001245813,0.0004422794,0.0001110552,0.0001304043,0.9755366,0.0003134574,0.003568206,0.01904356],"study_design_scores_gemma":[0.00006397032,0.000893297,0.001624597,0.00002481893,0.00002773964,0.001335625,0.00007405848,0.008936835,0.9694782,0.0002247321,0.01726382,0.0000522381],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.3810257,0.002007993,0.5664776,0.003360827,0.001544802,0.001331057,0.003724248,0.0275388,0.01298906],"genre_scores_gemma":[0.7249634,0.001496932,0.2243428,0.00147438,0.0002707503,0.001413114,0.002382041,0.0005055914,0.04315098],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.009101919,"threshold_uncertainty_score":0.03044897,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01022394428646862,"score_gpt":0.1971383977410688,"score_spread":0.1869144534546001,"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."}}