{"id":"W2888785662","doi":"10.1016/j.jhin.2018.08.014","title":"Targeted management of influenza A/B outbreaks incorporating the cobas® Influenza A/B & RSV into the virology laboratory","year":2018,"lang":"en","type":"article","venue":"Journal of Hospital Infection","topic":"Influenza Virus Research Studies","field":"Medicine","cited_by":8,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of British Columbia; Providence Health Care","funders":"Roche Diagnostics","keywords":"Outbreak; Medicine; Virology; Influenzavirus B; Polymerase chain reaction; Virus; Influenza A virus; Orthomyxoviridae; 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":[0.001992751,0.0002203323,0.0004337493,0.0002517898,0.0004147807,0.00004267218,0.0002428043,0.0001296107,0.00005587241],"category_scores_gemma":[0.000768945,0.000120277,0.0001996107,0.0007260403,0.0007886246,0.0003375709,0.0002443008,0.0007363916,0.00006452247],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002308449,"about_ca_system_score_gemma":0.000163613,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002260223,"about_ca_topic_score_gemma":0.00007930285,"domain_scores_codex":[0.9975353,0.0002646139,0.00098263,0.0001722765,0.000734116,0.0003109907],"domain_scores_gemma":[0.9962896,0.0001799554,0.001081043,0.0004233787,0.001922485,0.0001035666],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.003163113,0.001294543,0.8852403,0.0006553491,0.004798508,0.0001203255,0.01740695,0.0005256439,0.0493425,0.003396387,0.01643812,0.01761823],"study_design_scores_gemma":[0.003213316,0.005965061,0.8701549,0.0003755484,0.0004817935,0.00006210183,0.001543894,0.00007345041,0.008501539,0.001613452,0.1077673,0.0002477059],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9944597,0.001360328,0.0002812879,0.00126035,0.0008678557,0.0005112355,0.000004080645,0.00002634669,0.001228825],"genre_scores_gemma":[0.9961649,0.0002492588,0.0007950066,0.001904006,0.0007941342,0.00002193837,0.000001204578,0.00002702785,0.00004254016],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.09132915,"threshold_uncertainty_score":0.4904755,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03732471498246549,"score_gpt":0.3624534078770547,"score_spread":0.3251286928945892,"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."}}