{"id":"W2951830857","doi":"10.4049/jimmunol.1900033","title":"SIMON, an Automated Machine Learning System, Reveals Immune Signatures of Influenza Vaccine Responses","year":2019,"lang":"en","type":"article","venue":"The Journal of Immunology","topic":"Influenza Virus Research Studies","field":"Medicine","cited_by":64,"is_retracted":false,"has_abstract":true,"ca_institutions":"Institute of Infection and Immunity","funders":"National Institute of Allergy and Infectious Diseases","keywords":"Immune system; Influenza vaccine; Virology; Immunology; Medicine; Computer science; Artificial intelligence; Vaccination","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":[0.004192191,0.0008086637,0.0008305649,0.002377959,0.0003415532,0.0008873952,0.0006294459,0.0005714608,0.002236973],"category_scores_gemma":[0.008766496,0.0003263036,0.0009202303,0.001023856,0.0002872832,0.000699979,0.0007904262,0.0005817597,0.0006708234],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006367356,"about_ca_system_score_gemma":0.001123739,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00161372,"about_ca_topic_score_gemma":0.002327284,"domain_scores_codex":[0.9986079,0.0006975835,0.00009539129,0.0002902327,0.0002208437,0.00008812388],"domain_scores_gemma":[0.9963875,0.002513708,0.0003866904,0.0002554142,0.0003261263,0.000130504],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.003366333,0.0005609629,0.07716816,0.0003883468,0.001078427,0.0003818477,0.000262069,0.3592972,0.04611477,0.003587435,0.01042491,0.4973695],"study_design_scores_gemma":[0.00004059693,0.000223399,0.004308932,0.000007358852,0.00004535208,0.00005702857,0.00002249909,0.9860377,0.006495394,0.001824142,0.0009197816,0.00001789652],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.4513814,0.0008660803,0.5159782,0.0007110356,0.0001571129,0.000280337,0.002657369,0.02525155,0.00271696],"genre_scores_gemma":[0.8043392,0.0001519828,0.1921278,0.0001863932,0.00007632707,0.0001897364,0.001792694,0.0002015827,0.0009343132],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.004192191,"threshold_uncertainty_score":0.02217066,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03246845623624576,"score_gpt":0.362638959504516,"score_spread":0.3301705032682702,"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."}}