{"id":"W4389333868","doi":"10.1186/s13756-023-01347-4","title":"The economic burden of cardiac implantable electronic device infections in Alberta, Canada: a population-based study using validated administrative data","year":2023,"lang":"en","type":"article","venue":"Antimicrobial Resistance and Infection Control","topic":"Cardiac pacing and defibrillation studies","field":"Medicine","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"Alberta Health Services; Libin Cardiovascular Institute of Alberta; University of Alberta; University of Calgary","funders":"M.S.I. Foundation; Alberta Health Services","keywords":"Medicine; Propensity score matching; Cohort; Emergency medicine; Population; Infection control; Retrospective cohort study; Cohort study; Intensive care medicine; Internal medicine; Environmental health","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001243443,0.0005102178,0.0004475168,0.002106696,0.00192729,0.001782292,0.001313679,0.0005030605,0.001076126],"category_scores_gemma":[0.003212593,0.000402911,0.0006825861,0.00661954,0.0008782927,0.0004168919,0.001029652,0.0007630559,0.0001336894],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.03398608,"about_ca_system_score_gemma":0.03447973,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9936641,"about_ca_topic_score_gemma":0.9941326,"domain_scores_codex":[0.9985366,0.0001471539,0.0001016915,0.0001636968,0.0006907256,0.0003601087],"domain_scores_gemma":[0.9973102,0.0002384759,0.0006999438,0.0001158173,0.001042651,0.0005929649],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00008287631,0.00003838378,0.9962768,0.00002664966,0.0000779487,0.00009459961,0.0001976222,0.0002948958,0.00007737676,0.00007959252,0.000668106,0.002085113],"study_design_scores_gemma":[0.00001515858,0.00002374604,0.9980254,0.00002902619,0.00004034286,0.00006162433,0.0005544918,0.0007762146,0.00002539738,0.00002855442,0.0004098253,0.00001011225],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9923308,0.0007796183,0.0001724811,0.0003289494,0.00001230937,0.00006106329,0.004989607,0.0000108055,0.001314396],"genre_scores_gemma":[0.9958008,0.0006434908,0.0002945172,0.000124664,0.00001012223,0.00002151301,0.002644087,0.000004395291,0.0004564866],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03398608,"threshold_uncertainty_score":0.2465875,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02697037698851426,"score_gpt":0.3130767923178409,"score_spread":0.2861064153293266,"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."}}