{"id":"W4405431441","doi":"10.1021/acssensors.4c02280","title":"A Review on Long COVID Screening: Challenges and Perspectives Focusing on Exhaled Breath Gas Sensing","year":2024,"lang":"en","type":"review","venue":"ACS Sensors","topic":"Advanced Chemical Sensor Technologies","field":"Engineering","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"Tellabs (Canada)","funders":"Horizon 2020 Framework Programme; Ministerium für Wissenschaft, Forschung und Kunst Baden-Württemberg","keywords":"Coronavirus disease 2019 (COVID-19); Standardization; Severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2); Intensive care medicine; 2019-20 coronavirus outbreak; Medicine; Exhaled breath condensate; Roche Diagnostics; Data science; Risk analysis (engineering); Computer science; Pathology; Disease; Immunology; Infectious disease (medical specialty); Internal 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":[0.000819116,0.0009558371,0.001270045,0.002411876,0.0003098897,0.001260097,0.0009793848,0.001477833,0.005833544],"category_scores_gemma":[0.001509925,0.0004276655,0.0009977126,0.002333669,0.0003831311,0.00170957,0.0006689828,0.001515683,0.002719348],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000513051,"about_ca_system_score_gemma":0.001386123,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001257542,"about_ca_topic_score_gemma":0.001827625,"domain_scores_codex":[0.9996293,0.00006274937,0.00004936108,0.00007834096,0.0001466451,0.0000336219],"domain_scores_gemma":[0.9991761,0.0004693535,0.00008326672,0.0000196635,0.0002079968,0.00004366521],"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":[0.00007520745,0.00009586431,0.0002800787,0.0420292,0.0001496573,0.0002293638,0.00008056187,0.0005973425,0.003823308,0.005360685,0.05102471,0.8962541],"study_design_scores_gemma":[0.000008189993,0.0001383348,0.0005200279,0.005682462,0.0001457878,0.0006417808,0.00006236572,0.0001609972,0.0009192061,0.001235649,0.990458,0.00002730878],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0001441326,0.9973213,0.0003264241,0.0003904637,0.0003471769,0.000009871897,0.00004564875,0.00001275213,0.001402208],"genre_scores_gemma":[0.0006874652,0.9976212,0.0003785504,0.0003237774,0.0001881733,0.00001211529,0.00005946345,0.000003280101,0.0007259115],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.005833544,"threshold_uncertainty_score":0.0195151,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08686881398594479,"score_gpt":0.3208827394798817,"score_spread":0.2340139254939369,"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."}}