{"id":"W4399466558","doi":"10.1016/j.heliyon.2024.e32751","title":"Role of bronchoscopy in the management of patients with suspected or suffering from ventilator-associated pneumonia: A meta-analysis","year":2024,"lang":"en","type":"article","venue":"Heliyon","topic":"Nosocomial Infections in ICU","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Groupe canadien de recherche en soins intensifs","keywords":"Ventilator-associated pneumonia; Medicine; Pneumonia; Bronchoscopy; Intensive care medicine; Meta-analysis; Internal medicine; Surgery","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001817329,0.0001170153,0.0005476532,0.0002574443,0.00002062081,0.00001463501,0.00009416126,0.00005249788,0.0004425307],"category_scores_gemma":[0.00001646651,0.00006580348,0.0002880241,0.001547856,0.00003307002,0.00004491806,0.00003637151,0.0001543582,0.000007392885],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009955599,"about_ca_system_score_gemma":0.0000222101,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002996881,"about_ca_topic_score_gemma":0.0005745317,"domain_scores_codex":[0.9989052,0.00007326866,0.0003323659,0.0002015937,0.0003587616,0.000128764],"domain_scores_gemma":[0.999357,0.0001128081,0.00009689518,0.0003308834,0.00007936206,0.00002306917],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000991394,0.002619111,0.6678596,0.00144765,0.3082276,0.000146153,0.00335559,0.0003012817,0.0137556,0.000509323,0.000134186,0.0006525212],"study_design_scores_gemma":[0.0008294125,0.0003401024,0.8796268,0.0003268447,0.1091898,5.404439e-7,0.0004001858,0.00007420341,0.008692027,0.00006154765,0.000358045,0.0001004918],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9966301,0.00205992,0.00003699012,0.00006806471,0.00004571081,0.0004553927,0.00006003056,0.00003503312,0.0006087759],"genre_scores_gemma":[0.9992385,0.0001430362,0.000352837,0.00002348149,0.00001192565,0.00005498506,0.00005791455,0.00001613324,0.000101168],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2117672,"threshold_uncertainty_score":0.4845401,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02227026982721801,"score_gpt":0.2878716521571475,"score_spread":0.2656013823299295,"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."}}