{"id":"W4403461073","doi":"10.1016/j.jointm.2024.07.006","title":"Nebulized aminoglycosides for ventilator-associated pneumonia: Methodological considerations and lessons from experimental studies","year":2024,"lang":"en","type":"review","venue":"Journal of Intensive Medicine","topic":"Nosocomial Infections in ICU","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Wilfrid Laurier University; University of Ottawa","funders":"West China Hospital, Sichuan University; Sorbonne Université; Sichuan University; Université de Poitiers; Université Catholique de Louvain; Universiteit Gent; Assistance Publique - Hôpitaux de Paris; National and Kapodistrian University of Athens; Università degli Studi di Genova","keywords":"Intensive care medicine; Ventilator-associated pneumonia; Pneumonia; Medicine; Internal medicine","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":["metaresearch","metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.001289211,0.0005635237,0.005471276,0.0006098591,0.0001617079,0.00003489957,0.0001014036,0.0004111524,0.0000975959],"category_scores_gemma":[0.03835569,0.0003209187,0.0009382364,0.0002692561,0.0007695017,0.00007398007,0.0001289821,0.001280093,0.000008361269],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006161064,"about_ca_system_score_gemma":0.0003837782,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002034834,"about_ca_topic_score_gemma":0.000007565337,"domain_scores_codex":[0.9965259,0.0004587009,0.001938042,0.0004091403,0.0003950214,0.0002731296],"domain_scores_gemma":[0.9872524,0.007103442,0.00135533,0.0002396092,0.003803473,0.000245724],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0005857467,0.0006454875,0.0000334996,0.01188065,0.03491445,0.004076394,0.004190379,7.128536e-7,0.008699155,0.001857007,0.8409991,0.09211745],"study_design_scores_gemma":[0.005074506,0.00595216,0.00003641883,0.1341164,0.05131545,0.0118952,0.01014355,0.000006166369,0.0009348302,0.007285674,0.7726428,0.0005968977],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0008179198,0.987042,0.0001382299,0.006687909,0.004076917,0.001070565,0.00008506622,0.00004260325,0.00003881922],"genre_scores_gemma":[0.0009525578,0.9917886,0.003195418,0.001489268,0.002185961,0.000104039,0.00004740106,0.00007509438,0.0001616414],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.1222357,"threshold_uncertainty_score":0.9999243,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.5591339873595221,"score_gpt":0.5775411735813067,"score_spread":0.01840718622178461,"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."}}