{"id":"W2152028975","doi":"10.1164/rccm.201001-0081ci","title":"New Issues and Controversies in the Prevention of Ventilator-associated Pneumonia","year":2010,"lang":"en","type":"review","venue":"American Journal of Respiratory and Critical Care Medicine","topic":"Nosocomial Infections in ICU","field":"Medicine","cited_by":120,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Ventilator-associated pneumonia; Pneumonia; Intensive care medicine; Intensive care unit; Internal medicine","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.02987668,0.001199491,0.00363244,0.00403018,0.001703644,0.005328239,0.004397214,0.01036203,0.006253699],"category_scores_gemma":[0.06481675,0.0006711639,0.002641006,0.005250096,0.006881301,0.01152582,0.002694183,0.01324061,0.001791715],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003461775,"about_ca_system_score_gemma":0.01024162,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004449801,"about_ca_topic_score_gemma":0.004544664,"domain_scores_codex":[0.9850733,0.005949219,0.003061426,0.00211116,0.00320269,0.0006022932],"domain_scores_gemma":[0.8947416,0.08457688,0.00445428,0.001317689,0.01249224,0.002417292],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0003305408,0.0001959217,0.001326748,0.05102623,0.000536038,0.0005089882,0.001058846,0.0004443525,0.0002594284,0.03405305,0.1275732,0.7826866],"study_design_scores_gemma":[0.0001373182,0.0002168799,0.002752231,0.07357176,0.0008496667,0.001333674,0.003163697,0.0003729499,0.0002639799,0.06886441,0.8483288,0.0001445653],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0001327547,0.9260195,0.000243827,0.06856596,0.00441036,0.00000498084,0.00002916657,0.000007395593,0.000586029],"genre_scores_gemma":[0.004131692,0.9377329,0.00106357,0.03856643,0.01814507,0.00003846822,0.00006343021,0.00001368891,0.0002447703],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.02987668,"threshold_uncertainty_score":0.1580049,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0346370009928325,"score_gpt":0.4011102763430764,"score_spread":0.3664732753502439,"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."}}