{"id":"W4366967208","doi":"10.1109/wi-iat55865.2022.00121","title":"How Severe is Your COVID-19? Predicting SARS-CoV-2 Infection with Graph Attention Capsule Networks","year":2022,"lang":"en","type":"article","venue":"","topic":"Single-cell and spatial transcriptomics","field":"Biochemistry, Genetics and Molecular Biology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"York University","funders":"National Natural Science Foundation of China","keywords":"Computer science; Artificial intelligence; Graph; Coronavirus disease 2019 (COVID-19); Fuse (electrical); Machine learning; Closing (real estate); Disease; Infectious disease (medical specialty); Theoretical computer science; 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":[0.0003082049,0.0006184626,0.000318089,0.0005986728,0.0001722275,0.0004039904,0.0004221771,0.000522136,0.0005840022],"category_scores_gemma":[0.0009490919,0.0001350427,0.000453255,0.0004102754,0.0002786307,0.0005639403,0.0003799371,0.0004604193,0.0001206928],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007089329,"about_ca_system_score_gemma":0.0004006647,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01153486,"about_ca_topic_score_gemma":0.0180599,"domain_scores_codex":[0.999895,0.00002517092,0.000003634649,0.00004261691,0.00001239034,0.00002123303],"domain_scores_gemma":[0.9997129,0.0001506613,0.00005034552,0.00001447816,0.00004420226,0.00002744516],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0004830998,0.0001761598,0.06713224,0.0001123165,0.0001915335,0.0003559893,0.00008818239,0.8160036,0.01216092,0.002158341,0.004358998,0.09677871],"study_design_scores_gemma":[0.000002877957,0.00003054972,0.004747719,0.000003433123,0.00001591903,0.00002407458,0.00001601784,0.9926813,0.0007033671,0.001560561,0.0002093485,0.000004836966],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8444968,0.001289577,0.147986,0.001081901,0.0001124822,0.00006538322,0.001240812,0.0005959235,0.003131239],"genre_scores_gemma":[0.9858449,0.0002428996,0.01162032,0.0001873774,0.00003757084,0.00002064004,0.001023792,0.00001586404,0.001006723],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01153486,"threshold_uncertainty_score":0.02293545,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0262947870236859,"score_gpt":0.2495360366316544,"score_spread":0.2232412496079685,"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."}}