{"id":"W4285398287","doi":"10.1149/ma2022-01532179mtgabs","title":"(Invited) Biosensors for Healthy Communities","year":2022,"lang":"en","type":"article","venue":"ECS Meeting Abstracts","topic":"Biosensors and Analytical Detection","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Waterloo","funders":"","keywords":"Aptamer; Nanotechnology; Listeria monocytogenes; Miniaturization; Dengue fever; Engineering; Materials science; Biology; Virology","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":[0.0009649939,0.001640467,0.0004780133,0.0007987189,0.0009218946,0.002689861,0.0008650292,0.004568221,0.06383699],"category_scores_gemma":[0.001172388,0.0003827685,0.0006408499,0.0003664171,0.0004786459,0.002131412,0.001363143,0.003096075,0.03966689],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001012286,"about_ca_system_score_gemma":0.0008067222,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008466335,"about_ca_topic_score_gemma":0.002632281,"domain_scores_codex":[0.9991577,0.0001019007,0.00003542238,0.0001657775,0.0003929834,0.0001463887],"domain_scores_gemma":[0.9992072,0.00007133169,0.00003709388,0.00002287376,0.0003532753,0.0003082383],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00008390833,0.00004636572,0.0001791294,0.0003292305,0.00001305044,0.0001349276,0.00008175522,0.00006805453,0.006313092,0.003098601,0.9117969,0.07785496],"study_design_scores_gemma":[0.000008123895,0.00005031915,0.000292497,0.00006306213,0.000007141409,0.0001301376,0.00008850914,0.00008090545,0.001228677,0.001027161,0.9970142,0.00000930673],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"editorial","genre_gemma":"other","genre_scores_codex":[0.005027418,0.1683486,0.008180797,0.1598335,0.4616279,0.0003954298,0.0007740863,0.001162166,0.1946501],"genre_scores_gemma":[0.01493614,0.0444287,0.003299629,0.02987945,0.06521016,0.0002110754,0.0004361508,0.0002189586,0.8413798],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.06383699,"threshold_uncertainty_score":0.213556,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02260527643265072,"score_gpt":0.2355117074448937,"score_spread":0.212906431012243,"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."}}