{"id":"W2205564727","doi":"10.1155/2003/581071","title":"Diagnosis of Ventilator‐Associated Pneumonia: Where Do We Go from Here?","year":2003,"lang":"en","type":"article","venue":"Canadian Journal of Infectious Diseases and Medical Microbiology","topic":"Nosocomial Infections in ICU","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary; Queen Elizabeth II Health Sciences Centre; Dalhousie University","funders":"","keywords":"Ventilator-associated pneumonia; Pneumonia; Intensive care medicine; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.007706042,0.001473472,0.004672515,0.004410769,0.003988253,0.008345737,0.002746747,0.01325602,0.01277072],"category_scores_gemma":[0.04505747,0.001072054,0.001527713,0.0024284,0.004462491,0.02618513,0.003250977,0.01921557,0.00840483],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003076839,"about_ca_system_score_gemma":0.0100119,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02080221,"about_ca_topic_score_gemma":0.02168781,"domain_scores_codex":[0.9946471,0.001854493,0.001370999,0.0003429953,0.001107236,0.0006771208],"domain_scores_gemma":[0.9733713,0.008672295,0.002013905,0.0004860213,0.01087798,0.004578469],"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":[0.0005966539,0.0005962031,0.0484138,0.005579472,0.0002832425,0.01247182,0.00141599,0.0005201458,0.001084538,0.00797563,0.4746841,0.4463784],"study_design_scores_gemma":[0.0009213511,0.001155473,0.1124282,0.09694085,0.001362982,0.09193903,0.05592987,0.004385083,0.001222613,0.131938,0.499522,0.002254532],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.003591455,0.1252342,0.0030083,0.8381348,0.02241551,0.00009896042,0.0002600314,0.0001703064,0.007086385],"genre_scores_gemma":[0.1204391,0.4683976,0.01322847,0.2556412,0.132504,0.0003042846,0.001117502,0.0003567115,0.008011118],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.02080221,"threshold_uncertainty_score":0.04272228,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006107508947656179,"score_gpt":0.2366005522343118,"score_spread":0.2304930432866556,"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."}}