SUPPLEMENTARY MATERIALS 1 Table S1: Summary table of available data including in training dataset. 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54 55 56 Drug amoxycillin azythromycin biapenem cefdinir cefditoren cefepime cefpirome cefpodoxime ceftazidime ceftibuten ceftobiprole cefuroxime axetil cethromycin ciprofloxacin clarithromycin clavulanic acid clinafloxacin dirithromycin ertapenem erythromycin ethionamide garenoxacin gatifloxacin gentamicin gsk1322322 iclaprim isoniazid itraconazole levofloxacin linezolid lomefloxacin meropenem moxifloxacin netilmicin opc-17116 pefloxacin piperacillin pyrazinamide rifampicin rifapentine roxithromycin rufloxacin s-013420 solithromycin sparfloxacin tazobactam teicoplanin telavancin telithromycin temafloxacin tigecycline tobramycin trovafloxacin vancomycin voriconazole zanamivir Nobs ELF 14 109 12 15 24 20 8 12 15 13 24 18 55 57 127 14 10 25 30 12 40 22 15 24 17 22 80 25 237 66 52 78 34 20 24 10 10 40 55 30 15 32 28 30 55 10 13 10 113 18 30 28 21 18 9 36 Method BAL BAL BAL BAL BAL BAL BAL BAL BAL BAL BAL BAL BAL BAL BAL; BMS BAL BAL BAL BAL BAL BAL BAL BAL BAL BAL BAL BAL BAL BAL; BMS BAL BAL BAL BAL BAL BAL BAL BAL BAL BAL BAL BAL BAL BAL BAL BAL BAL BAL BAL BAL; BMS BAL BAL BAL BAL BAL BAL BAL Population HV HV; PatOther HV PatOther PatOther PatLung PatOther PatOther PatLung PatOther HV PatLung; HV HV HV; PatOther HV; PatOther HV PatOther PatOther PatOther; PatLung HV PatLung; HV HV PatOther PatLung HV HV PatLung; HV HV PatOther; HV; PatLung HV; PatOther; PatLung PatOther PatOther; HV PatOther PatLung PatLung HV PatLung PatLung; HV PatOther; PatLung; HV HV PatOther PatOther HV HV PatOther PatLung PatLung HV HV; PatOther PatOther HV PatLung PatOther PatLung PatLung HV PK nonSS nonSS; SS nonSS nonSS nonSS nonSS nonSS nonSS SS nonSS SS nonSS SS nonSS; SS nonSS; SS nonSS nonSS SS nonSS; SS SS SS nonSS nonSS nonSS SS nonSS SS SS SS; nonSS SS SS nonSS; SS SS; nonSS nonSS SS nonSS SS SS nonSS; SS nonSS SS nonSS nonSS SS nonSS; SS SS SS SS nonSS; SS SS SS SS nonSS SS SS nonSS; SS Studies Ref 1 [1] 7 [2–8] 1 [9] 1 [10] 1 [11] 1 [12] 1 [13] 1 [14] 1 [15] 1 [16] 1 [17] 2 [2,18] 1 [19] 5 [2,20–23] 7 [2–4,24–27] 1 [28] 1 [29] 1 [30] 2 [31,32] 1 [33] 1 [34] 1 [35] 1 [36] 1 [37] 1 [38] 1 [39] 1 [40] 1 [41] 9 [7,8,22,42–47] 3 [48–50] 2 [13,23] 2 [51,52] 2 [7,53] 1 [54] 1 [55] 1 [56] 1 [57] 1 [58] 2 [59,60] 1 [61] 2 [62] 1 [63] 1 [64] 1 [65] 3 [21,66,67] 1 [57] 1 [68] 1 [69] 5 [70–74] 1 [75] 1 [76] 2 [77,78] 1 [79] 2 [80,81] 1 [82] 1 [83] Total 1981 97 BAL=Bronchoalveolar lavage; BMS=Bronchoscopic microsampling; SS=Steady state data; nonSS=Non-steady state data; HV=Healthy volunteers; PatLung=Patients with lung infections; PatOther=Patients with disease other than lung related. 1. 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