{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003385743,0.0001055439,0.0001249734,0.00008419809,0.0004137923,0.00003172999,0.0001041844,0.00004161255,0.00002516246],"category_scores_gemma":[0.00004122457,0.0001178476,0.00006788281,0.0001287705,0.00002217007,0.00003595734,0.00003114782,0.0002946741,0.00001022335],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007405994,"about_ca_system_score_gemma":0.00000435381,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001195942,"about_ca_topic_score_gemma":0.00002418991,"domain_scores_codex":[0.9992545,0.00003248954,0.0002261209,0.0000864086,0.0001326819,0.0002677999],"domain_scores_gemma":[0.9995179,0.000207305,0.0000391673,0.0001437126,0.00002230785,0.00006965172],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00003871389,0.00005644641,0.0001271523,0.0001684267,0.00003929561,0.000005493139,0.0006406105,0.9583271,0.02193908,0.00002316022,0.01710446,0.001530055],"study_design_scores_gemma":[0.00114237,0.0005554162,0.004199199,0.00008370142,0.00005810794,0.00005225778,0.006694814,0.4108832,0.07966041,0.0009992954,0.4947903,0.0008809844],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9867541,0.0001831362,0.00002153734,0.00121814,0.0006097719,0.0001450795,0.00004502372,0.0004083243,0.01061488],"genre_scores_gemma":[0.998563,0.00002022918,0.0005887655,0.0005250096,0.0001391417,0.00003287513,0.00002155814,0.00003471382,0.00007470661],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5474439,"threshold_uncertainty_score":0.4805686,"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."}}