{"id":"W193426081","doi":"10.1155/2001/713457","title":"The Use of Guidelines for the Empiric Treatment of Hospital‐Acquired Pneumonia","year":2001,"lang":"en","type":"article","venue":"Canadian Respiratory Journal","topic":"Nosocomial Infections in ICU","field":"Medicine","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; University Health Network; Mount Sinai Hospital","funders":"University Health Network","keywords":"Medicine; Guideline; Pneumonia; Retrospective cohort study; Antimicrobial; Emergency medicine; Hospital-acquired pneumonia; Pediatrics; Intensive care medicine; Internal medicine","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003407333,0.0001241229,0.0002309547,0.0001664295,0.0005105756,0.00004278014,0.0001443692,0.00007129036,0.00005504987],"category_scores_gemma":[0.0009367992,0.00006593231,0.0002349322,0.0002353356,0.0002123112,0.00006951316,0.00000689464,0.00008163774,0.00000354812],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000460053,"about_ca_system_score_gemma":0.001360779,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00513924,"about_ca_topic_score_gemma":0.03148576,"domain_scores_codex":[0.998835,0.00005979059,0.0005536503,0.00009942495,0.0001688297,0.0002833271],"domain_scores_gemma":[0.9975882,0.0004120308,0.000258782,0.0004027392,0.00103084,0.0003074722],"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":[0.000424013,0.000324132,0.2422241,0.00003349347,0.001219586,0.0002486037,0.0008015772,0.0008356929,0.01396794,0.0006436319,0.4725615,0.2667157],"study_design_scores_gemma":[0.0008974281,0.001355274,0.02068155,0.00004550812,0.0001502351,0.0001583653,0.0001684916,0.0000516925,0.001786149,0.00007451912,0.9745622,0.00006857192],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9771276,0.006123827,0.0002390367,0.01385628,0.001460934,0.0009369397,0.00004614574,0.00001035191,0.0001989511],"genre_scores_gemma":[0.9818372,0.004795583,0.00138843,0.006458827,0.00316404,0.0001586951,0.000003998951,0.00009544083,0.002097768],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5020007,"threshold_uncertainty_score":0.9861871,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1915281225436521,"score_gpt":0.3752108323606434,"score_spread":0.1836827098169913,"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."}}