{"id":"W4365447373","doi":"10.1093/ofid/ofad203","title":"Respiratory Syncytial Virus–Related Complications and Healthcare Costs Among a Medicare-Insured Population in the United States","year":2023,"lang":"en","type":"article","venue":"Open Forum Infectious Diseases","topic":"Respiratory viral infections research","field":"Medicine","cited_by":13,"is_retracted":false,"has_abstract":true,"ca_institutions":"Group for Research in Decision Analysis","funders":"Johnson and Johnson; Janssen Scientific Affairs","keywords":"Medicine; Complication; Pneumonia; Chest radiograph; Population; Internal medicine; Comorbidity; Respiratory failure; Pediatrics; Intensive care medicine; Lung","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":[],"consensus_categories":[],"category_scores_codex":[0.000661979,0.000201198,0.00031367,0.0008350389,0.0006347664,0.0002348831,0.0002646034,0.0001364966,0.00004273572],"category_scores_gemma":[0.0006872423,0.0001573045,0.00007031175,0.002705673,0.0002170434,0.0003487526,0.000245652,0.0004209341,0.00007867628],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004025493,"about_ca_system_score_gemma":0.0001971226,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02543059,"about_ca_topic_score_gemma":0.01363359,"domain_scores_codex":[0.9975249,0.0006502114,0.0004854163,0.0004160815,0.0004729884,0.0004504352],"domain_scores_gemma":[0.9984518,0.0003679811,0.0001278136,0.0005492396,0.000211665,0.0002915465],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00008103243,0.0002597607,0.9873148,0.00005897901,0.00005848289,0.00005437507,0.0002647798,0.0001480031,0.00005800017,0.001481306,0.006479232,0.003741306],"study_design_scores_gemma":[0.00175059,0.0004615359,0.9877818,0.0001593257,0.00004906156,0.00002088853,0.0007900481,0.001530484,0.00001325636,0.001382915,0.005900388,0.0001597179],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9894068,0.0002519074,0.000008735561,0.00514272,0.00009239217,0.002450925,0.0001459321,0.0002746043,0.002225968],"genre_scores_gemma":[0.9942675,0.0001672283,0.000002300216,0.003386557,0.00002966837,0.0007509903,0.001288304,0.0000400522,0.00006735592],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.011797,"threshold_uncertainty_score":0.9810591,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04413846393023177,"score_gpt":0.3919030315868107,"score_spread":0.3477645676565789,"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."}}