{"id":"W2189198699","doi":"10.18553/jmcp.2003.9.4.353","title":"The Economic Impact of Acute Exacerbations of Chronic Bronchitis in the United States and Canada: A Literature Review","year":2003,"lang":"en","type":"review","venue":"Journal of Managed Care Pharmacy","topic":"Antibiotic Use and Resistance","field":"Immunology and Microbiology","cited_by":21,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"GlaxoSmithKline","keywords":"Chronic bronchitis; Medicine; Bronchitis; Intensive care medicine; Public health; MEDLINE; Health care; Health economics; Pharmacoeconomics; Internal medicine; Nursing","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004848088,0.0002156854,0.001017608,0.0001486869,0.00009758091,0.0000150697,0.0004413779,0.00007874444,0.0000438539],"category_scores_gemma":[0.00002054157,0.000101414,0.0003835804,0.0002350376,0.0001307484,0.00005084143,0.00003285324,0.0007794997,9.336084e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004997348,"about_ca_system_score_gemma":0.001930541,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.01863897,"about_ca_topic_score_gemma":0.02625807,"domain_scores_codex":[0.9979587,0.0008594504,0.0008466427,0.0001044524,0.00004842757,0.0001823352],"domain_scores_gemma":[0.9980646,0.000382849,0.00119814,0.0002174261,0.0001187883,0.00001821642],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001552588,0.00009132383,0.0001428278,0.1056886,0.01392061,0.0004360523,0.001667461,0.00008619754,0.00003198096,0.0003071753,0.2056342,0.6718383],"study_design_scores_gemma":[0.0006004261,0.00008918136,0.00004519175,0.03177663,0.002010675,0.0006434989,0.0001563392,6.152183e-7,0.000006630143,0.0000049331,0.9645644,0.0001015266],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.001222127,0.9976256,0.000001344629,0.0001348404,0.0002439479,0.0003732131,0.000312911,0.000001028729,0.00008492474],"genre_scores_gemma":[0.00157489,0.9980071,0.000002445745,0.00008020856,0.00002938534,0.000002504914,0.0001305803,0.0000127439,0.0001601213],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.7589301,"threshold_uncertainty_score":0.9915102,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01324600114464602,"score_gpt":0.3204103680887564,"score_spread":0.3071643669441104,"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."}}