{"id":"W4313493251","doi":"10.1101/2023.01.03.519511","title":"The prospect of universal coronavirus immunity: a characterization of reciprocal and non-reciprocal T cell responses against SARS-CoV2 and common human coronaviruses","year":2023,"lang":"en","type":"preprint","venue":"bioRxiv (Cold Spring Harbor Laboratory)","topic":"SARS-CoV-2 and COVID-19 Research","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Columbia College","funders":"","keywords":"Antigen; Virology; Cross-reactivity; Immunity; Coronavirus; Biology; Immunology; Vaccination; Coronavirus disease 2019 (COVID-19); Immune system; Medicine; Disease; Infectious disease (medical specialty); Cross reactions","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":[0.0002537518,0.000245365,0.0001966227,0.000184049,0.0001281061,0.0002020254,0.0001033446,0.0002784716,0.001273448],"category_scores_gemma":[0.0002822966,0.00009260127,0.0002231575,0.0000948464,0.000158079,0.0001544635,0.0001796377,0.0002956348,0.0001650958],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006636923,"about_ca_system_score_gemma":0.00005336014,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001813821,"about_ca_topic_score_gemma":0.0001358874,"domain_scores_codex":[0.9998394,0.00003798539,0.00001325028,0.00004394959,0.00002161547,0.00004385785],"domain_scores_gemma":[0.9998565,0.00004125619,0.00002064946,0.00002218992,0.00002512635,0.00003428174],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0009012196,0.0001664634,0.05039959,0.0000615246,0.00002709762,0.0002290269,0.0002346463,0.00009755641,0.9434758,0.00007649568,0.0000523677,0.004278191],"study_design_scores_gemma":[0.0001511655,0.01233296,0.7442883,0.00003118537,0.000190127,0.00534606,0.0008649878,0.002519582,0.2312182,0.0003559259,0.002682841,0.0000186819],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9995888,0.00007674036,0.0001133215,0.000004762884,0.000003084016,0.000007977547,0.00003247406,0.000002245887,0.0001705387],"genre_scores_gemma":[0.9996616,0.00002331825,0.00007722398,0.00001600448,0.00000574231,0.000007127254,0.00007409818,0.000001027823,0.0001339341],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001273448,"threshold_uncertainty_score":0.004260123,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05006097352134802,"score_gpt":0.3137222113693526,"score_spread":0.2636612378480045,"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."}}