{"id":"W1971047528","doi":"10.1086/653207","title":"Development of a Novel Electronic Surveillance System for Monitoring of Bloodstream Infections","year":2010,"lang":"en","type":"article","venue":"Infection Control and Hospital Epidemiology","topic":"Infection Control in Healthcare","field":"Medicine","cited_by":72,"is_retracted":false,"has_abstract":true,"ca_institutions":"Alberta Health Services; Calgary Laboratory Services; University of Calgary","funders":"","keywords":"Concordance; Medicine; Medical record; Electronic surveillance; Chart; Electronic health record; Isolation (microbiology); Pediatrics; Health care; Intensive care medicine; Emergency medicine; Internal medicine; Computer science; Bioinformatics","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001581273,0.0001793419,0.0008815825,0.0001993678,0.000149398,0.000002868986,0.00003603791,0.0002908834,0.000004814355],"category_scores_gemma":[0.002427158,0.0001610092,0.0001741573,0.0001454252,0.0001323983,0.00006025335,0.00001618088,0.0003713367,0.000001164081],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000942438,"about_ca_system_score_gemma":0.0002794185,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006197569,"about_ca_topic_score_gemma":0.0004014681,"domain_scores_codex":[0.9981812,0.00009004525,0.0009644568,0.0002965463,0.00007725826,0.0003904397],"domain_scores_gemma":[0.9970447,0.001412158,0.0005535472,0.0002077142,0.0006600036,0.0001219036],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001337781,0.0003050448,0.953884,0.0005194396,0.00024419,2.047487e-7,0.00008785966,0.00004792362,0.02172383,0.009285884,0.000007314307,0.01376051],"study_design_scores_gemma":[0.006717804,0.001942389,0.9789142,0.0001254567,0.0001314393,0.0001263596,0.00007865455,0.00340844,0.003150967,0.0001205823,0.005082856,0.000200825],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9366161,0.0002577906,0.05965452,0.0005588282,0.001716027,0.0009665614,0.00002337716,0.00009467615,0.0001121194],"genre_scores_gemma":[0.9933792,0.00004727048,0.005710796,0.00004319017,0.000459025,0.0003189278,0.00001011777,0.00001919059,0.00001230193],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05676308,"threshold_uncertainty_score":0.6565765,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02599701869529327,"score_gpt":0.3327208848711572,"score_spread":0.3067238661758639,"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."}}