{"id":"W191543599","doi":"10.1007/bf03016535","title":"Adherence to simple and effective measures reduces the incidence of ventilator-associated pneumonia","year":2005,"lang":"en","type":"article","venue":"Canadian Journal of Anesthesia/Journal canadien d anesthésie","topic":"Nosocomial Infections in ICU","field":"Medicine","cited_by":59,"is_retracted":false,"has_abstract":false,"ca_institutions":"Ottawa Hospital","funders":"","keywords":"Ventilator-associated pneumonia; Medicine; Protocol (science); Intensive care medicine; Pneumonia; Incidence (geometry); Intensive care unit; Emergency 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":[],"consensus_categories":[],"category_scores_codex":[0.001969783,0.0002698497,0.0006604693,0.0006661784,0.0005104724,0.0001326626,0.0004297425,0.0001660386,0.00008622125],"category_scores_gemma":[0.001321277,0.0002038979,0.0002343115,0.0006763862,0.0003649853,0.000378759,0.00001405574,0.0008881767,0.000008375856],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001096346,"about_ca_system_score_gemma":0.003130175,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.009422106,"about_ca_topic_score_gemma":0.03502316,"domain_scores_codex":[0.9975482,0.0002370916,0.0008565466,0.0001963275,0.0005442428,0.0006175536],"domain_scores_gemma":[0.9956559,0.0002433225,0.0007442136,0.0002439834,0.001206199,0.001906395],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"case_report","study_design_gemma":"case_report","study_design_scores_codex":[0.001582703,0.0005088007,0.3081598,0.0002179996,0.00211101,0.3686135,0.02645131,0.003456951,0.0406087,0.001115246,0.05250542,0.1946685],"study_design_scores_gemma":[0.0008489314,0.00311494,0.1090513,0.000629968,0.0003162228,0.8651536,0.0007434909,0.00001219061,0.007677732,0.0003307351,0.01184861,0.0002723317],"study_design_candidate":"case_report","study_design_consensus":"case_report","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9924879,0.001442223,0.000008867821,0.005266106,0.0002099891,0.0003824442,0.000004810689,0.000007204195,0.0001904668],"genre_scores_gemma":[0.9987248,0.0000960191,0.0002342983,0.0002364682,0.0005481521,0.000007377731,9.385943e-7,0.00003666106,0.0001152647],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4965401,"threshold_uncertainty_score":0.9971743,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01455322002673689,"score_gpt":0.2606736947374163,"score_spread":0.2461204747106794,"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."}}