{"id":"W7128529775","doi":"10.63332/joph.v4i3.3971","title":"The Effectiveness of Ventilator-Associated Pneumonia Prevention Strategies Among Critical Care Nurses: A Systematic Review","year":2024,"lang":"","type":"article","venue":"Journal of Posthumanism","topic":"Nosocomial Infections in ICU","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Innovation Cluster (Canada)","funders":"","keywords":"Critical appraisal; Psychological intervention; Ventilator-associated pneumonia; Staffing; Health care; Systematic review; Pneumonia; MEDLINE; Compliance (psychology)","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01136639,0.0014584,0.009040519,0.008510764,0.0008652457,0.002777898,0.00213338,0.001986457,0.002775523],"category_scores_gemma":[0.05160011,0.0010718,0.00751308,0.008681619,0.0009310942,0.002459497,0.001506254,0.001165365,0.0001840294],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005521305,"about_ca_system_score_gemma":0.01871146,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009536357,"about_ca_topic_score_gemma":0.02961963,"domain_scores_codex":[0.9885887,0.003993235,0.004099974,0.0007640251,0.002282068,0.0002720905],"domain_scores_gemma":[0.9605612,0.02871376,0.006461925,0.0003792253,0.003405694,0.0004781864],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","study_design_scores_codex":[0.0001747947,0.00002811479,0.0007476367,0.9673309,0.007458091,0.00006332201,0.0002198031,0.00006359781,0.00007442247,0.00008256834,0.0004573332,0.02329927],"study_design_scores_gemma":[0.0003084007,0.0003272933,0.004380439,0.9164226,0.07081495,0.0002038323,0.0004149679,0.0001094184,0.0001776874,0.0001400981,0.00666346,0.00003679414],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.003284903,0.9947981,0.0001661762,0.0002217196,0.0001069005,0.0008026533,0.0002992672,0.000009475057,0.0003107553],"genre_scores_gemma":[0.03848628,0.9579341,0.001087389,0.0004588958,0.00007933225,0.001620175,0.0002187102,0.000006091557,0.0001089461],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.01136639,"threshold_uncertainty_score":0.06011188,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0132415939870019,"score_gpt":0.3631176487349448,"score_spread":0.3498760547479429,"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."}}