{"id":"W2423667309","doi":"10.1016/j.ajic.2016.04.221","title":"Evaluating the impact of the multiplex respiratory virus panel polymerase chain reaction test on the clinical management of suspected respiratory viral infections in adult patients in a hospital setting","year":2016,"lang":"en","type":"article","venue":"American Journal of Infection Control","topic":"Respiratory viral infections research","field":"Medicine","cited_by":25,"is_retracted":false,"has_abstract":false,"ca_institutions":"St Mary's Hospital; McGill University Health Centre","funders":"","keywords":"Medicine; Respiratory system; Multiplex polymerase chain reaction; Polymerase chain reaction; Virology; Multiplex; Virus; Intensive care medicine; Internal medicine; 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":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.004314592,0.0002457945,0.0006055147,0.0006438142,0.0001825049,0.00002069458,0.0002161759,0.00009442394,0.00003685729],"category_scores_gemma":[0.008644206,0.0001114453,0.0005589543,0.001440415,0.0007025758,0.0002350341,0.00006581876,0.001041477,0.00000639156],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007671412,"about_ca_system_score_gemma":0.0004371185,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001671404,"about_ca_topic_score_gemma":0.0002436199,"domain_scores_codex":[0.9942197,0.00249956,0.001840963,0.000264117,0.0008181226,0.0003576018],"domain_scores_gemma":[0.9932558,0.002925373,0.002117814,0.0005847031,0.001001391,0.0001149293],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001300105,0.001880178,0.8839208,0.00001362622,0.0002650453,0.000008370881,0.0001245181,0.0004030276,0.04285074,0.0000290292,0.0001047261,0.06909978],"study_design_scores_gemma":[0.007841726,0.01704959,0.9713931,0.0006309596,0.00008855348,0.00001247817,0.0001766138,0.0003957523,0.002226609,0.00001758281,0.00005368234,0.000113351],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9971952,0.00002760985,0.00008995175,0.0009331865,0.0002711016,0.001291721,0.00001875786,0.00001399308,0.0001585113],"genre_scores_gemma":[0.9991575,0.0000588597,0.00001257232,0.0004385123,0.0002139144,0.0000764778,3.974646e-7,0.000030319,0.00001144656],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.08747225,"threshold_uncertainty_score":0.9997064,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05549180280191362,"score_gpt":0.4158516842350028,"score_spread":0.3603598814330892,"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."}}