{"id":"W52578385","doi":"10.20452/pamw.1686","title":"When are biomarkers useful in the management of airway diseases?","year":2013,"lang":"en","type":"review","venue":"Polskie Archiwum Medycyny Wewnętrznej","topic":"Asthma and respiratory diseases","field":"Medicine","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University; St. Joseph’s Healthcare Hamilton","funders":"","keywords":"Exhaled nitric oxide; Medicine; Sputum; Airway; Asthma; Eosinophil; Chronic bronchitis; Exhaled breath condensate; Immunology; Intensive care medicine; Internal medicine; Pathology; Spirometry; Tuberculosis; Anesthesia","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":[0.0004314896,0.0008663954,0.00253822,0.000691617,0.000110722,0.00004980691,0.001070529,0.0002756451,0.0004979675],"category_scores_gemma":[0.00008238035,0.0005031714,0.001373918,0.0007200324,0.0004470832,0.0001127266,0.0003521608,0.0006383085,0.0004159984],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001486285,"about_ca_system_score_gemma":0.0003924543,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005213808,"about_ca_topic_score_gemma":0.00001065706,"domain_scores_codex":[0.9952613,0.0006414196,0.001365735,0.0008433362,0.001069389,0.000818826],"domain_scores_gemma":[0.9965059,0.00036369,0.0008083619,0.001760519,0.000075264,0.0004863229],"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":[0.0000627276,0.0007738915,0.0007895329,0.05213171,0.001104456,0.0006763241,0.000209365,2.54789e-7,4.10915e-7,0.0004579672,0.01158794,0.9322054],"study_design_scores_gemma":[0.0008942088,0.0001575113,0.005837217,0.03084904,0.003289055,0.00006099404,0.0006046817,0.000001971016,7.737595e-7,0.0003157403,0.9575064,0.0004824742],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0001784611,0.9852424,0.00002532206,0.0004779041,0.0002816893,0.004045411,0.0003083038,0.00007746203,0.009363037],"genre_scores_gemma":[0.000516129,0.9955888,0.0005255619,0.0004380404,0.0003328545,0.001032958,0.0003010191,0.00014415,0.001120527],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9459184,"threshold_uncertainty_score":0.999742,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0434767090821494,"score_gpt":0.3280613151676627,"score_spread":0.2845846060855133,"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."}}