{"id":"W46117720","doi":"10.1155/2008/659245","title":"HAP/VAP: Simpler May Be Cetter","year":2008,"lang":"en","type":"article","venue":"Canadian Journal of Infectious Diseases and Medical Microbiology","topic":"Pneumonia and Respiratory Infections","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Hamilton Health Sciences","funders":"","keywords":"Intensive care medicine; Pneumonia; Medicine; Infectious disease (medical specialty); Disease; Family medicine; Internal medicine","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.01419077,0.001797936,0.002844609,0.003196145,0.00264344,0.01138832,0.002831699,0.008856069,0.04870255],"category_scores_gemma":[0.06970539,0.0008607234,0.00275961,0.001770505,0.006614838,0.02073012,0.006007191,0.02089434,0.03679259],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003565725,"about_ca_system_score_gemma":0.005487486,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005198129,"about_ca_topic_score_gemma":0.006092998,"domain_scores_codex":[0.9854012,0.004525996,0.002677575,0.002049014,0.00420794,0.001138179],"domain_scores_gemma":[0.9582425,0.01018346,0.00382076,0.003800882,0.01720413,0.006748243],"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":[0.000208473,0.00009221583,0.001612328,0.001401354,0.00007688611,0.0007546767,0.000513792,0.0001098805,0.0002310294,0.01797522,0.8160123,0.1610118],"study_design_scores_gemma":[0.00007820388,0.0001202205,0.001319051,0.004308515,0.00006734643,0.002971572,0.00124542,0.0001449505,0.0001832601,0.03405503,0.9553967,0.0001097128],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.001046493,0.06676142,0.005521073,0.7461361,0.1485002,0.0001044851,0.0007075999,0.0006319545,0.03059069],"genre_scores_gemma":[0.02143242,0.07986845,0.0074897,0.516399,0.3147599,0.0002531912,0.001258052,0.001460356,0.05707893],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.04870255,"threshold_uncertainty_score":0.1629262,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01148357852597045,"score_gpt":0.2468715092481965,"score_spread":0.2353879307222261,"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."}}