{"id":"W2066118039","doi":"10.1016/j.prrv.2006.04.217","title":"Diagnosing and managing infection in CF","year":2006,"lang":"en","type":"review","venue":"Paediatric Respiratory Reviews","topic":"Cystic Fibrosis Research Advances","field":"Medicine","cited_by":24,"is_retracted":false,"has_abstract":false,"ca_institutions":"Hospital for Sick Children; SickKids Foundation","funders":"","keywords":"Medicine; Antibiotics; Cystic fibrosis; Bronchoalveolar lavage; Sputum; Intensive care medicine; Antibiotic therapy; Chronic infection; Incidence (geometry); Lung infection; Respiratory tract infections; Internal medicine; Lung; Immunology; Respiratory system; Pathology; Microbiology; Immune system; Tuberculosis","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":[0.002020166,0.0005771078,0.003370679,0.001261467,0.00008242814,0.00007286697,0.0001391699,0.0002892079,0.00004033582],"category_scores_gemma":[0.001797947,0.0004387636,0.000537626,0.001802009,0.00009440726,0.0002266077,0.0001620869,0.0009519464,0.000210822],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004475266,"about_ca_system_score_gemma":0.0002892787,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000774959,"about_ca_topic_score_gemma":0.00005840233,"domain_scores_codex":[0.9957193,0.0007960012,0.001716437,0.0007953853,0.0004142537,0.0005585797],"domain_scores_gemma":[0.9977832,0.0006860218,0.0006384528,0.0006050335,0.0000509766,0.000236339],"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":[0.000004322188,0.00004745648,0.003981721,0.07510327,0.00001452752,0.00008364506,0.000004485435,2.994543e-7,2.981083e-7,0.0000103576,0.003115101,0.9176345],"study_design_scores_gemma":[0.0003395019,0.0001242222,0.0008818959,0.02377726,0.000574754,0.00005584676,7.565765e-7,0.000003330886,1.610378e-7,0.00002447585,0.9738855,0.0003323194],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00002883507,0.994602,0.00004177153,0.00001768378,0.0002148467,0.003443452,0.000008553213,0.00005717373,0.001585732],"genre_scores_gemma":[0.000001184878,0.9973463,0.0005323436,0.00010575,0.0009855836,0.0007756138,0.00004631272,0.00008419475,0.000122745],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9707704,"threshold_uncertainty_score":0.9998064,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08896894717430913,"score_gpt":0.4032417701925739,"score_spread":0.3142728230182648,"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."}}