{"id":"W4394819911","doi":"10.1111/irv.13285","title":"Predictors of Respiratory Syncytial Virus, Influenza Virus, and Human Metapneumovirus Carriage in Children Under 5 Years With WHO‐Defined Fast‐Breathing Pneumonia in Pakistan","year":2024,"lang":"en","type":"article","venue":"Influenza and Other Respiratory Viruses","topic":"Respiratory viral infections research","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"Wellcome Trust; Medical Research Council; Bill and Melinda Gates Foundation","keywords":"Human metapneumovirus; Carriage; Virology; Pneumonia; Medicine; Virus; Metapneumovirus; Respiratory system; Influenza A virus; Paramyxoviridae; Respiratory tract infections; Viral disease; Internal medicine; Pathology","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.001341494,0.0006187215,0.001043727,0.001980599,0.0001586385,0.0002386276,0.0002535241,0.0004235391,0.000107361],"category_scores_gemma":[0.0001107617,0.000537005,0.0001322512,0.001339284,0.0008628977,0.0006656676,0.0002016627,0.001090783,0.00002290883],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002957721,"about_ca_system_score_gemma":0.0004745836,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004963736,"about_ca_topic_score_gemma":0.003445252,"domain_scores_codex":[0.9955463,0.0005145341,0.001377198,0.001054069,0.0007829812,0.0007249002],"domain_scores_gemma":[0.9983476,0.0002256891,0.0002199196,0.0007477202,0.00009805713,0.0003609605],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0006128874,0.0001792187,0.8755858,0.0002721253,0.0003136826,0.000284895,0.0009168609,0.0001174339,0.1194049,0.001255704,0.00003907918,0.001017414],"study_design_scores_gemma":[0.004034208,0.001634749,0.8951378,0.001144571,0.000178838,0.00006117642,0.0002115516,0.00001976668,0.01182314,0.0001205096,0.08500415,0.0006295783],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9881797,0.009545499,0.000009460353,0.000005548591,0.00007064805,0.001156651,0.0001564365,0.0001909298,0.0006851424],"genre_scores_gemma":[0.9844876,0.00001598727,0.00003658431,0.01488618,0.0001924423,0.0001585522,0.000001090491,0.000205178,0.00001640711],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1075818,"threshold_uncertainty_score":0.9997082,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0640586342857765,"score_gpt":0.3891454579109824,"score_spread":0.3250868236252059,"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."}}