{"id":"W4387540606","doi":"10.2196/47272","title":"Immune-Boosting Effect of the COVID-19 Vaccine: Real-World Bidirectional Cohort Study","year":2023,"lang":"en","type":"article","venue":"JMIR Public Health and Surveillance","topic":"SARS-CoV-2 and COVID-19 Research","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"National Key Research and Development Program of China; Guizhou Medical University","keywords":"Boosting (machine learning); Coronavirus disease 2019 (COVID-19); Virology; Immune system; Severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2); Pandemic; 2019-20 coronavirus outbreak; Medicine; Immunology; Cohort; Biology; Infectious disease (medical specialty); Computer science; Outbreak; Disease; Artificial intelligence; Internal medicine","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002012166,0.0004806835,0.0004129447,0.0003097346,0.0006512521,0.0005393071,0.0004502122,0.000455244,0.001147441],"category_scores_gemma":[0.001833837,0.0004184315,0.0006207589,0.0005465249,0.0003366874,0.0004154773,0.0005871897,0.0007167209,0.0002721704],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006523267,"about_ca_system_score_gemma":0.001017668,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01381233,"about_ca_topic_score_gemma":0.01097593,"domain_scores_codex":[0.999168,0.0002587624,0.00005754688,0.0002255291,0.00009327241,0.0001968968],"domain_scores_gemma":[0.998701,0.0001099514,0.0004397889,0.0003264851,0.0002145902,0.0002082607],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0007329257,0.00009947676,0.996878,0.00003168314,0.0001336361,0.00005514299,0.0001685442,0.00003277268,0.0003290251,0.00004625869,0.0001989496,0.001293559],"study_design_scores_gemma":[0.0001059723,0.0008110727,0.9967322,0.00002353918,0.0002132486,0.0001992819,0.0003636246,0.0003969597,0.0001683795,0.00005112757,0.0009220445,0.00001258966],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9987904,0.0002684082,0.0001861725,0.00003637484,0.00001128097,0.00003368059,0.0005032786,0.000002348137,0.0001680122],"genre_scores_gemma":[0.9989352,0.0001007145,0.0001618689,0.00004290351,0.000009262099,0.00003791056,0.0005446336,0.000002371476,0.0001652139],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01381233,"threshold_uncertainty_score":0.02746385,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05155831753667605,"score_gpt":0.4043065489969402,"score_spread":0.3527482314602642,"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."}}