{"id":"W2068926270","doi":"10.1371/journal.pone.0108481","title":"Immune Biomarkers Predictive of Respiratory Viral Infection in Elderly Nursing Home Residents","year":2014,"lang":"en","type":"article","venue":"PLoS ONE","topic":"Respiratory viral infections research","field":"Medicine","cited_by":58,"is_retracted":false,"has_abstract":true,"ca_institutions":"BC Cancer Agency; Izaak Walton Killam Health Centre; Dalhousie University; Capital District Health Authority; NOSM University; McMaster University Medical Centre; Université de Sherbrooke; McMaster University","funders":"National Institute of Biomedical Imaging and Bioengineering; Canadian Institutes of Health Research; Canada's Michael Smith Genome Sciences Centre; Public Health Agency; Public Health Agency of Canada; Natural Sciences and Engineering Research Council of Canada; McMaster University","keywords":"Immunosenescence; Medicine; Immune system; Immunology; Rhinovirus; CD8; Human metapneumovirus; Peripheral blood mononuclear cell; Internal medicine; Respiratory system; Virology; Virus; Respiratory tract infections; Biology","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"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":[0.0002984287,0.0003846978,0.0002711205,0.000396118,0.0002864717,0.0004249038,0.0002164943,0.000370645,0.0008943672],"category_scores_gemma":[0.001294071,0.0001164574,0.0002548042,0.0003723259,0.0001845312,0.0002064994,0.0002517459,0.0003563625,0.0001560401],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002951518,"about_ca_system_score_gemma":0.0004078872,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01684731,"about_ca_topic_score_gemma":0.02146452,"domain_scores_codex":[0.9998798,0.00001750143,0.00001178765,0.00002321846,0.00003486628,0.00003276052],"domain_scores_gemma":[0.9994707,0.00006454605,0.0002151441,0.00001752847,0.0001247047,0.0001073997],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001225713,0.00002268303,0.9982393,0.000006280538,0.00001775919,0.00003587275,0.00001957097,0.0000329737,0.0002422077,0.000002981052,0.00006197853,0.00119581],"study_design_scores_gemma":[0.000003288402,0.00007369193,0.9994662,0.00000586739,0.00001388522,0.00007774827,0.00006664765,0.0001606954,0.00005606421,0.000008861397,0.00006547979,0.000001471506],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9992767,0.0002787592,0.0000408487,0.00002886222,0.000004526533,0.000004737356,0.0001376025,0.000002253206,0.0002257967],"genre_scores_gemma":[0.9995029,0.00008498265,0.00007514612,0.00002137962,0.000006507378,0.000003420492,0.0001723636,5.571783e-7,0.0001326745],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01684731,"threshold_uncertainty_score":0.03349853,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0564678444869323,"score_gpt":0.3312849744920255,"score_spread":0.2748171300050932,"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."}}