{"id":"W3203937897","doi":"10.15326/jcopdf.2021.0222","title":"Increased Health Care Resource Utilization and Costs Associated with Herpes Zoster Among Patients Aged ≥50 Years with Chronic Obstructive Pulmonary Disease in the United States","year":2021,"lang":"en","type":"article","venue":"Chronic Obstructive Pulmonary Diseases Journal of the COPD Foundation","topic":"Herpesvirus Infections and Treatments","field":"Medicine","cited_by":15,"is_retracted":false,"has_abstract":true,"ca_institutions":"Group for Research in Decision Analysis","funders":"","keywords":"Pulmonary disease; Medicine; Disease; Health care; Chronic disease; Intensive care medicine; Pediatrics; Internal medicine","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":[0.0001584228,0.0002898695,0.0003790402,0.0002224422,0.0004177799,0.00009590945,0.0001470772,0.00006886764,0.00004290668],"category_scores_gemma":[0.00018899,0.0001779836,0.0001174107,0.0008951046,0.0003988345,0.0004504463,0.00006368571,0.000341741,0.000001153739],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003233005,"about_ca_system_score_gemma":0.001295447,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003162002,"about_ca_topic_score_gemma":0.0005150533,"domain_scores_codex":[0.9974158,0.0008328419,0.0004643347,0.0003362704,0.0006303602,0.0003203572],"domain_scores_gemma":[0.9978855,0.0002315982,0.0007005858,0.0003528844,0.0005699481,0.0002594581],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001542932,0.0009020036,0.9270223,0.0001616614,0.0003769796,0.0004014402,0.0009160487,0.0009053033,0.000004348319,0.00001855251,0.00003312198,0.06771526],"study_design_scores_gemma":[0.00323828,0.0004509278,0.989983,0.001252427,0.0005976884,0.0001100843,0.00187269,0.0005910511,0.00001467804,0.0001003707,0.001610581,0.0001782768],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9940525,0.004322971,0.00003833624,0.0003186041,0.0001154941,0.0008922413,0.0001694149,0.00001907881,0.00007131464],"genre_scores_gemma":[0.9972402,0.000330008,0.00002480939,0.0002026373,0.0001028004,0.00003939274,0.001982606,0.00004317813,0.00003437986],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06753698,"threshold_uncertainty_score":0.8454196,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01079514191135863,"score_gpt":0.2553818120715269,"score_spread":0.2445866701601682,"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."}}