{"id":"W2338213312","doi":"10.1093/ofid/ofv133.991","title":"Impact of a Pathway for Chronic Obstructive Pulmonary Disease Exacerbations (COPDE) on Antimicrobial Prescribing and Readmissions","year":2015,"lang":"en","type":"article","venue":"Open Forum Infectious Diseases","topic":"Chronic Obstructive Pulmonary Disease (COPD) Research","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ottawa Hospital","funders":"","keywords":"Medicine; Pulmonary disease; Intensive care medicine; Antimicrobial; COPD; Internal medicine; Microbiology","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":[0.00229036,0.0002030123,0.0002885993,0.0004495149,0.0007848671,0.001171524,0.0004912892,0.0005184524,0.001796541],"category_scores_gemma":[0.01709414,0.0001521856,0.0005863456,0.0004835033,0.0002983888,0.0005406479,0.001150731,0.0008033751,0.0000906286],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003640246,"about_ca_system_score_gemma":0.01084294,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.04953048,"about_ca_topic_score_gemma":0.09298271,"domain_scores_codex":[0.9960322,0.001351351,0.0004641148,0.0003447454,0.001024715,0.000782929],"domain_scores_gemma":[0.9803033,0.004495566,0.005878294,0.0003861226,0.002760421,0.006176394],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001294945,0.001422868,0.9557124,0.0002572273,0.0001821048,0.0002124863,0.0004237685,0.0005112618,0.000436211,0.0001129425,0.001231548,0.03820213],"study_design_scores_gemma":[0.00006866617,0.001486434,0.9963526,0.0001194025,0.00006034233,0.0001321497,0.0005097615,0.0004099588,0.0001333746,0.00002671232,0.0006913224,0.000009392193],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9968329,0.0006048311,0.00006352663,0.0008409638,0.00003591504,0.0001368121,0.000364907,0.00001306623,0.001107107],"genre_scores_gemma":[0.9987682,0.0002767601,0.0003573919,0.0001697135,0.00002200695,0.00004364501,0.0002330645,0.000001862561,0.0001273954],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04953048,"threshold_uncertainty_score":0.09848434,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03443555407365732,"score_gpt":0.335353350400424,"score_spread":0.3009177963267667,"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."}}