{"id":"W4376616466","doi":"10.1017/ice.2023.48","title":"Complex cardiac implantable electronic device infections in Alberta, Canada: An epidemiologic cohort study of validated administrative data","year":2023,"lang":"en","type":"article","venue":"Infection Control and Hospital Epidemiology","topic":"Cardiac pacing and defibrillation studies","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"Alberta Health Services; Libin Cardiovascular Institute of Alberta; University of Alberta; University of Calgary","funders":"Alberta Health Services","keywords":"Medicine; Epidemiology; Confidence interval; Odds ratio; Cohort; Retrospective cohort study; Logistic regression; Population; Cohort study; Internal medicine; Pediatrics; Emergency 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":[0.002468877,0.0002195652,0.001694895,0.0001980431,0.0001641756,0.000005205781,0.00003693515,0.0001326766,0.000007181056],"category_scores_gemma":[0.003798143,0.0001871459,0.00007638294,0.0005004259,0.0001105875,0.0001247961,0.00008517251,0.0002749334,0.000006583946],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001552232,"about_ca_system_score_gemma":0.0003640345,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.8239167,"about_ca_topic_score_gemma":0.7248572,"domain_scores_codex":[0.9968634,0.001128862,0.0008168858,0.0005939728,0.0001112134,0.0004856441],"domain_scores_gemma":[0.9948263,0.004120046,0.00029367,0.0004672867,0.00015796,0.0001347538],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00009945329,0.0001590712,0.9930629,0.00002080992,0.0005822855,0.000003564179,0.0001290877,0.0007338892,0.00004172317,0.0003178713,0.0045093,0.0003400279],"study_design_scores_gemma":[0.00165828,0.001928267,0.9848638,0.00001429409,0.0002750412,0.00007443887,0.0004232752,0.0023194,0.000002230815,0.0001740738,0.008098872,0.0001680604],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9948927,0.0002636908,0.0001132637,0.0008209454,0.0003507259,0.001063333,0.0001630838,0.00008397551,0.002248286],"genre_scores_gemma":[0.9982871,0.0005643465,0.00001085634,0.000304524,0.0001214796,0.0001043503,0.0005347954,0.00001291866,0.00005959712],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.09905952,"threshold_uncertainty_score":0.7631587,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09495226597265291,"score_gpt":0.3849593980510803,"score_spread":0.2900071320784274,"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."}}