{"id":"W2183965673","doi":"10.4037/ajcc2007.16.3.214","title":"Pneumonia Observational Incidence and Treatment: A Multidisciplinary Process Improvement Study","year":2007,"lang":"en","type":"article","venue":"American Journal of Critical Care","topic":"Nosocomial Infections in ICU","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"St. Joseph’s Healthcare Hamilton","funders":"","keywords":"Medicine; Pneumonia; Intensive care unit; Intensive care medicine; Incidence (geometry); Antibiotics; Intensive care; Antimicrobial stewardship; Ventilator-associated pneumonia; Internal medicine; Community-acquired pneumonia; Bacterial pneumonia; Emergency medicine; Antibiotic resistance; Microbiology","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":[0.0058606,0.0003989721,0.0006859583,0.001736961,0.001028702,0.00122579,0.0008730823,0.000817923,0.001715473],"category_scores_gemma":[0.01656862,0.0005617333,0.001302594,0.003010621,0.0004226249,0.001308705,0.002301325,0.001345732,0.0003685954],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001829454,"about_ca_system_score_gemma":0.002199586,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009655268,"about_ca_topic_score_gemma":0.008576212,"domain_scores_codex":[0.990468,0.00527594,0.001099456,0.001160183,0.001349463,0.0006469683],"domain_scores_gemma":[0.9819432,0.002793562,0.009951812,0.001085877,0.002073433,0.002152182],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000388302,0.0004019888,0.9967902,0.00004555128,0.0001761466,0.00002468866,0.0002466397,0.0000335957,0.00003322458,0.00001299013,0.0001977495,0.001648793],"study_design_scores_gemma":[0.000167642,0.0006502992,0.9980089,0.00003192953,0.00009822325,0.00006970214,0.0004221199,0.0002191462,0.00003181679,0.00002280213,0.0002681808,0.00000924402],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9972864,0.0004079272,0.0003150324,0.000147622,0.00001589695,0.0002427526,0.001117629,0.00001094533,0.0004557011],"genre_scores_gemma":[0.996994,0.0002188511,0.0005146282,0.0001072778,0.00003855502,0.0003658699,0.001621004,0.000006313429,0.0001335188],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.009655268,"threshold_uncertainty_score":0.03099418,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0361838867617164,"score_gpt":0.4147522256443716,"score_spread":0.3785683388826552,"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."}}