{"id":"W1986895363","doi":"10.1186/1756-0500-2-146","title":"Rationale for and protocol of a multi-national population-based bacteremia surveillance collaborative","year":2009,"lang":"en","type":"article","venue":"BMC Research Notes","topic":"Bacterial Identification and Susceptibility Testing","field":"Biochemistry, Genetics and Molecular Biology","cited_by":28,"is_retracted":false,"has_abstract":true,"ca_institutions":"Royal Jubilee Hospital; Calgary Laboratory Services; Island Health; Université de Sherbrooke; University of Calgary","funders":"","keywords":"Bacteremia; Epidemiology; Medicine; Population; Epidemiological surveillance; Intensive care medicine; Protocol (science); Environmental health; MEDLINE; Pathology; Alternative medicine; Biology","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":[0.0009691858,0.00005748467,0.00007955299,0.0000543203,0.0001066667,0.00004132974,0.00007395296,0.0000604213,0.00001245711],"category_scores_gemma":[0.005050329,0.00005535253,0.00002600487,0.0001302645,0.00005464273,0.00000624392,0.00001622384,0.00003890947,7.88281e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000017402,"about_ca_system_score_gemma":0.0003142078,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002263956,"about_ca_topic_score_gemma":0.0002776348,"domain_scores_codex":[0.9991194,0.0001677346,0.0001857445,0.0002186697,0.0001921511,0.000116302],"domain_scores_gemma":[0.9981995,0.0003152988,0.00006671621,0.0001230854,0.001255815,0.00003958113],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.0003395301,0.0001228266,0.1502076,0.0000808148,0.000005335768,3.383547e-8,0.00003076743,0.0000851807,0.8470094,0.0005203722,0.0002743829,0.001323732],"study_design_scores_gemma":[0.001350924,0.0002725543,0.9009913,0.00001685071,9.072242e-7,3.21642e-7,0.0000237213,0.003233428,0.09164792,0.0006563478,0.00170943,0.00009629533],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9502329,0.00002312079,0.009193212,0.0005761433,0.00002797025,0.03961389,0.0001954186,0.00001331596,0.0001240752],"genre_scores_gemma":[0.967461,6.985455e-7,0.02467822,0.00003195961,0.00008646271,0.0072865,0.0003360521,0.000005454201,0.0001136225],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7553615,"threshold_uncertainty_score":0.6046081,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1687493946993275,"score_gpt":0.4565910005966046,"score_spread":0.2878416058972771,"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."}}