{"id":"W3187116621","doi":"10.3390/mi12080915","title":"Towards Fully Integrated Portable Sensing Devices for COVID-19 and Future Global Hazards: Recent Advances, Challenges, and Prospects","year":2021,"lang":"en","type":"review","venue":"Micromachines","topic":"SARS-CoV-2 detection and testing","field":"Medicine","cited_by":11,"is_retracted":false,"has_abstract":true,"ca_institutions":"York University","funders":"","keywords":"Pandemic; Coronavirus disease 2019 (COVID-19); CMOS; Scalability; Computer science; Severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2); Nanotechnology; Engineering; Infectious disease (medical specialty); Disease; Medicine; Electrical engineering; Materials science","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":[0.0009976056,0.001057718,0.001052974,0.001874635,0.0002285444,0.001101215,0.001132649,0.001815049,0.002891515],"category_scores_gemma":[0.000814341,0.0005132351,0.0008304517,0.001633298,0.0005435715,0.002288939,0.0008029715,0.001938909,0.001756845],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005675452,"about_ca_system_score_gemma":0.0008607215,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008036424,"about_ca_topic_score_gemma":0.00107902,"domain_scores_codex":[0.9996407,0.00004735496,0.00003535086,0.0000772614,0.0001597256,0.00003959388],"domain_scores_gemma":[0.9995455,0.0002051258,0.00006377792,0.00001392352,0.0001419721,0.00002970019],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0000653139,0.0001449669,0.0002592727,0.02209379,0.00007571547,0.0002786964,0.0001059816,0.0008774399,0.01308486,0.01289362,0.01786733,0.9322529],"study_design_scores_gemma":[0.00001182287,0.0002570126,0.0005540993,0.002556169,0.0001060344,0.001063618,0.0001031381,0.000478282,0.004259915,0.003000027,0.9875728,0.00003697271],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0003577517,0.996312,0.001009078,0.0003629131,0.0002123328,0.00001040607,0.00002377092,0.0000170762,0.001694689],"genre_scores_gemma":[0.002109488,0.9948723,0.001263155,0.0003199161,0.0001435392,0.00001650415,0.00004822338,0.000004150724,0.001222759],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.002891515,"threshold_uncertainty_score":0.009673059,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06354865334226008,"score_gpt":0.3747167894412424,"score_spread":0.3111681360989823,"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."}}