{"id":"W2410982116","doi":"10.1155/2016/2935870","title":"The Validation of a Novel Surveillance System for Monitoring Bloodstream Infections in the Calgary Zone","year":2016,"lang":"en","type":"article","venue":"Canadian Journal of Infectious Diseases and Medical Microbiology","topic":"Bacterial Identification and Susceptibility Testing","field":"Biochemistry, Genetics and Molecular Biology","cited_by":18,"is_retracted":false,"has_abstract":true,"ca_institutions":"Alberta Health Services; Health Sciences Centre; Calgary Laboratory Services; University of Calgary","funders":"Pfizer Canada; University of Calgary; Pfizer","keywords":"Bloodstream infection; Medicine; Intensive care medicine","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":[0.01446032,0.0004979759,0.0004011891,0.002720204,0.000432662,0.001181938,0.0009911923,0.0006897962,0.0004110789],"category_scores_gemma":[0.03422825,0.0002755887,0.0003487198,0.001438552,0.0006877384,0.0009697363,0.001672136,0.0004970708,0.0002078516],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001871157,"about_ca_system_score_gemma":0.001994874,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02687151,"about_ca_topic_score_gemma":0.02551177,"domain_scores_codex":[0.9908863,0.003306807,0.001760966,0.001109873,0.002615343,0.0003206041],"domain_scores_gemma":[0.9660333,0.01029473,0.005938398,0.001998468,0.01496388,0.00077121],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0006292282,0.0001858991,0.9247721,0.0002642754,0.000124465,0.0001805136,0.001111332,0.0006527214,0.00425035,0.0001079046,0.0009488255,0.06677224],"study_design_scores_gemma":[0.0001346918,0.001139335,0.9835059,0.0002014308,0.0001369116,0.0006165119,0.000766755,0.007047327,0.003897137,0.00006104466,0.002467089,0.00002580469],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9858733,0.0008073107,0.007167905,0.000477134,0.00009235737,0.001024609,0.002458809,0.0002085476,0.001889926],"genre_scores_gemma":[0.9596406,0.00057522,0.03428044,0.0003717376,0.00009648546,0.0005808272,0.003919072,0.00001574262,0.0005199317],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9731285,"threshold_uncertainty_score":0.07647443,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00849054713670341,"score_gpt":0.2384755266743381,"score_spread":0.2299849795376347,"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."}}