{"id":"W2170927479","doi":"10.1002/ppul.21376","title":"Higher Tobramycin concentration and vibrating mesh technology can shorten antibiotic treatment time in cystic fibrosis","year":2010,"lang":"en","type":"article","venue":"Pediatric Pulmonology","topic":"Cystic Fibrosis Research Advances","field":"Medicine","cited_by":44,"is_retracted":false,"has_abstract":true,"ca_institutions":"SickKids Foundation; Hospital for Sick Children; University of Toronto","funders":"Laura and John Arnold Foundation","keywords":"Tobramycin; Medicine; Nebulizer; Tolerability; Cystic fibrosis; Inhalation; Anesthesia; Antibiotics; Aminoglycoside; Surgery; Internal medicine; Adverse effect","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":[0.0001401512,0.0002230209,0.000476933,0.0003604829,0.00007347856,0.0000254048,0.0001092423,0.0003188037,0.0002371972],"category_scores_gemma":[0.0004279944,0.0001920608,0.00003946324,0.0006384931,0.000217744,0.00009384675,0.00007523629,0.0004075455,0.00005368718],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001451222,"about_ca_system_score_gemma":0.0002080528,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001847861,"about_ca_topic_score_gemma":0.0002592563,"domain_scores_codex":[0.9983159,0.00006047468,0.0003768546,0.0005018138,0.0001598973,0.0005850383],"domain_scores_gemma":[0.9990591,0.0002833856,0.0001007689,0.0003239869,0.00006279758,0.0001699689],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001878214,0.0002358959,0.7722642,0.00007673331,0.00003057442,0.0001973701,0.00009438465,0.000004501605,0.2009493,0.0005525566,0.0001393623,0.02526726],"study_design_scores_gemma":[0.005893981,0.004329727,0.9527472,0.00005828161,0.0003939839,0.0007315074,0.0001543088,0.005089439,0.02421237,0.002198616,0.003498931,0.000691624],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.993588,0.00114631,0.00002862827,0.00370014,0.0002007306,0.0006211373,0.00002089081,0.0001195035,0.0005747137],"genre_scores_gemma":[0.9929431,0.0004127562,0.005748482,0.0000565591,0.000310936,0.00006403661,0.00005140475,0.00002597089,0.0003867609],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.180483,"threshold_uncertainty_score":0.7832011,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007631454294000859,"score_gpt":0.2669701000632757,"score_spread":0.2593386457692748,"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."}}