{"id":"W7024783436","doi":"","title":"Sputum antibiotic concentrations: implications for treatment of cystic fibrosis lung infection","year":2007,"lang":"en","type":"article","venue":"Research Portal (Queen's University Belfast)","topic":"Statistical Distribution Estimation and Applications","field":"Mathematics","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Institute of Infection and Immunity","funders":"","keywords":"Cystic fibrosis; Sputum; Antibiotics; Lung infection; Lung; Respiratory disease","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001851886,0.0003934465,0.001298252,0.0006502734,0.0004510659,0.002879691,0.0006027338,0.002262542,0.003015785],"category_scores_gemma":[0.02438223,0.0003175391,0.0002960858,0.0007453305,0.0008188733,0.0008086047,0.000578509,0.001620385,0.0003342509],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001811028,"about_ca_system_score_gemma":0.002089345,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01215579,"about_ca_topic_score_gemma":0.01257243,"domain_scores_codex":[0.9985301,0.0008388521,0.0001072158,0.0001181916,0.0003259072,0.00007963518],"domain_scores_gemma":[0.9913999,0.006095041,0.001059224,0.0001473593,0.0009171843,0.0003813068],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.01338266,0.001108287,0.4185819,0.001651732,0.0003150821,0.002063178,0.0005947204,0.01520207,0.01684169,0.01160954,0.0375246,0.4811245],"study_design_scores_gemma":[0.0008751082,0.004160643,0.787672,0.001216709,0.0007041423,0.004386701,0.002558222,0.118688,0.01454171,0.03332497,0.03164889,0.0002229238],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7134694,0.1527233,0.02145097,0.08598023,0.002542045,0.0001222767,0.002122234,0.0003480063,0.02124145],"genre_scores_gemma":[0.9800812,0.009641279,0.005959389,0.001716956,0.0005617474,0.0000303318,0.0002623193,0.00004430706,0.001702471],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01215579,"threshold_uncertainty_score":0.0241701,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06299107679278122,"score_gpt":0.3890089745319241,"score_spread":0.3260178977391429,"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."}}