{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004194239,0.0001222387,0.0002076311,0.0002485471,0.0005250676,0.00002461149,0.0001248002,0.00009727375,0.0001510134],"category_scores_gemma":[0.0006034329,0.0001301152,0.0001198704,0.0007356214,0.0002564973,0.0001413862,0.00003276429,0.00007800156,0.00001709123],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000364055,"about_ca_system_score_gemma":0.0001920297,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002752456,"about_ca_topic_score_gemma":0.000042916,"domain_scores_codex":[0.9986905,0.0000822535,0.0003097916,0.0002675342,0.0002638345,0.0003860552],"domain_scores_gemma":[0.9970083,0.001587117,0.0001396197,0.0003090313,0.0007490342,0.0002068539],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"observational","study_design_scores_codex":[0.00005206264,0.0006113904,0.005313222,0.0001007054,0.00005509519,0.00000335927,0.00008462628,0.00001263879,0.0008936665,0.9871144,0.004438262,0.001320609],"study_design_scores_gemma":[0.005070772,0.001731658,0.8183765,0.0002332689,0.0005696106,0.00001868681,0.002027396,0.003890375,0.01768636,0.1074895,0.04208438,0.0008215249],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.07576793,0.000008627842,0.9152516,0.001464611,0.00004018876,0.001576179,0.001310067,0.0001135685,0.004467231],"genre_scores_gemma":[0.9860354,0.00005314025,0.01211974,0.000005265635,0.00004008796,0.00001031121,0.0004467877,0.0000129756,0.001276283],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9102675,"threshold_uncertainty_score":0.5305945,"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."}}