{"id":"W2051682127","doi":"10.1016/j.jcv.2009.07.010","title":"Importance of viral and bacterial infections in chronic obstructive pulmonary disease exacerbations","year":2009,"lang":"en","type":"article","venue":"Journal of Clinical Virology","topic":"Chronic Obstructive Pulmonary Disease (COPD) Research","field":"Medicine","cited_by":111,"is_retracted":false,"has_abstract":false,"ca_institutions":"Wilfrid Laurier University; Centre hospitalier de l'Université Laval; Hôpital Maisonneuve-Rosemont; Institut National de Santé Publique du Québec","funders":"Sanofi Pasteur; Sanofi","keywords":"Pulmonary disease; Medicine; Intensive care medicine; Immunology; 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":[0.0007032832,0.0001454025,0.0007725914,0.0002814223,0.00004102912,0.000006590679,0.0001233471,0.0001611451,0.0002752315],"category_scores_gemma":[0.001549896,0.0001256861,0.0002826978,0.0002203147,0.0005434464,0.0002266555,0.00005691576,0.0008121641,0.000003694802],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00018082,"about_ca_system_score_gemma":0.001219071,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000008260537,"about_ca_topic_score_gemma":0.00002065992,"domain_scores_codex":[0.9973655,0.000306869,0.001499693,0.0002580264,0.0002887548,0.0002811644],"domain_scores_gemma":[0.9978969,0.0005541515,0.0005966941,0.0002535749,0.0002356975,0.0004629678],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.004384188,0.001402484,0.9556868,0.00009344948,0.00009932304,0.0007093875,0.0000313202,0.00007361457,0.005028267,0.0009052198,0.00009118282,0.03149476],"study_design_scores_gemma":[0.003117888,0.001559039,0.9887505,0.00006775247,0.0001435246,0.0003299841,0.00002306386,0.0005584325,0.00002446006,0.004452794,0.0008857763,0.00008675607],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9951413,0.001256228,0.00004085119,0.002306278,0.000331229,0.0002621169,0.00002313934,0.000006790151,0.0006321208],"genre_scores_gemma":[0.9979742,0.0006196413,0.000209067,0.0001673544,0.0009338844,0.000004195656,0.000008827127,0.00001189574,0.00007089606],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03306372,"threshold_uncertainty_score":0.5125329,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03136516020754378,"score_gpt":0.3793861663244682,"score_spread":0.3480210061169244,"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."}}