{"id":"W2111967628","doi":"10.1016/j.jcrc.2007.11.014","title":"Comprehensive evidence-based clinical practice guidelines for ventilator-associated pneumonia: Prevention","year":2008,"lang":"en","type":"article","venue":"Journal of Critical Care","topic":"Nosocomial Infections in ICU","field":"Medicine","cited_by":292,"is_retracted":false,"has_abstract":false,"ca_institutions":"McMaster University; University of Toronto; Sunnybrook Health Science Centre; University of British Columbia; Queen's University","funders":"","keywords":"Medicine; Ventilator-associated pneumonia; Randomized controlled trial; CINAHL; MEDLINE; Intensive care medicine; Guideline; Pneumonia; Systematic review; Intubation; Mechanical ventilation; Emergency medicine; Psychological intervention; Intensive care unit; Surgery; 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"],"consensus_categories":[],"category_scores_codex":[0.00088069,0.0001443784,0.0005661551,0.0001265345,0.0001757989,0.0000229027,0.0001060306,0.0002276966,0.00004147255],"category_scores_gemma":[0.08586334,0.0001233893,0.000692219,0.0001846676,0.000246117,0.0004071107,0.00002461817,0.0005828189,0.00001024414],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002566942,"about_ca_system_score_gemma":0.0007828808,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000004769041,"about_ca_topic_score_gemma":0.000001556659,"domain_scores_codex":[0.9973329,0.0002746333,0.001381803,0.0001757449,0.0006072688,0.0002276941],"domain_scores_gemma":[0.9759945,0.003689589,0.0004130252,0.0001931175,0.01945992,0.0002499038],"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":[0.02488391,0.02108275,0.1748312,0.009400346,0.00256641,0.008901948,0.00169479,0.001000491,0.05358221,0.003269687,0.6327865,0.06599983],"study_design_scores_gemma":[0.03454931,0.06004844,0.2315647,0.01318047,0.01501351,0.01680683,0.008831304,0.0008727633,0.03077381,0.003028323,0.5836015,0.001728957],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9066194,0.01461473,0.01355005,0.0583264,0.005183784,0.0009126671,0.00003081689,0.00009578041,0.0006664276],"genre_scores_gemma":[0.951342,0.0002063571,0.04144862,0.005254574,0.001637555,0.00001335714,0.000006713089,0.00002729124,0.00006354901],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.08498265,"threshold_uncertainty_score":0.9218368,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.4259545230341273,"score_gpt":0.5658527628778478,"score_spread":0.1398982398437205,"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."}}