{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003574417,0.0001213033,0.0004241797,0.0001134278,0.0003170513,0.00003413794,0.000023763,0.00004000101,0.000001760148],"category_scores_gemma":[0.0001627489,0.0001035612,0.00005099258,0.0003423364,0.00002943344,0.0001005699,0.00002601099,0.0001055711,0.000002240151],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003157564,"about_ca_system_score_gemma":0.001092014,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.7286541,"about_ca_topic_score_gemma":0.9037399,"domain_scores_codex":[0.9989429,0.0001186063,0.00034632,0.0002525807,0.0001019117,0.0002376564],"domain_scores_gemma":[0.998881,0.0005682294,0.0001460795,0.0002847317,0.00008403954,0.0000359462],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0005166935,0.0000365899,0.9845085,0.00006531592,0.0005631891,0.000002049089,0.0001576225,0.006239085,0.002213932,0.00008550241,0.005422996,0.0001885189],"study_design_scores_gemma":[0.004157082,0.0002384629,0.9426984,0.000207281,0.0006593372,0.00002701565,0.0005931549,0.006203667,0.0007548708,0.00001606858,0.04410798,0.0003367402],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9978458,0.0001430316,0.00002725971,0.0002580733,0.0002156391,0.0005782736,0.0001631259,0.00002505101,0.0007437617],"genre_scores_gemma":[0.9993565,0.0001976822,0.000003163989,0.00004205309,0.00008699915,0.00001365863,0.0001111593,0.00001107891,0.0001776855],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1750858,"threshold_uncertainty_score":0.4223103,"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."}}