{"id":"W2320117227","doi":"10.1016/j.jpeds.2016.02.050","title":"Impact of Multiplex Polymerase Chain Reaction Testing for Respiratory Pathogens on Healthcare Resource Utilization for Pediatric Inpatients","year":2016,"lang":"en","type":"article","venue":"The Journal of Pediatrics","topic":"Respiratory viral infections research","field":"Medicine","cited_by":92,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"National Institute of Allergy and Infectious Diseases; York University; Harvard Business School; NYU Langone Medical Center","keywords":"Medicine; Antibiotics; Multiplex polymerase chain reaction; Internal medicine; Isolation (microbiology); Intensive care unit; Polymerase chain reaction; Microbiology; Biology","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001247926,0.0003318992,0.0002964069,0.000432224,0.0003354963,0.0009661603,0.0004641927,0.0004569434,0.002079134],"category_scores_gemma":[0.01450586,0.0002142329,0.0007054657,0.0006902398,0.0003363967,0.0008019239,0.0009591321,0.001118888,0.0001284531],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001503523,"about_ca_system_score_gemma":0.002771267,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01181906,"about_ca_topic_score_gemma":0.01637276,"domain_scores_codex":[0.9969535,0.001282392,0.000270894,0.0002195843,0.0007075032,0.0005661894],"domain_scores_gemma":[0.9902339,0.004277327,0.003129811,0.0002004377,0.0007599973,0.001398556],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003372004,0.000135173,0.9784827,0.00004128644,0.0001319962,0.0002736364,0.00009549021,0.0003715998,0.0003470511,0.00007193415,0.0006460211,0.01906592],"study_design_scores_gemma":[0.000008351069,0.0003528674,0.9970651,0.00006520591,0.0000788838,0.0003509776,0.000543692,0.0008948758,0.0003033526,0.00005455041,0.0002759304,0.000006300196],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9965294,0.001048336,0.0001018345,0.001072808,0.00004293378,0.000006908956,0.0002708754,0.000008875049,0.0009181412],"genre_scores_gemma":[0.9990255,0.0004116712,0.0001722666,0.0001649208,0.00003557137,0.000004276842,0.0001098713,0.000003544427,0.00007236781],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01181906,"threshold_uncertainty_score":0.02350056,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.173055716763354,"score_gpt":0.4222821160970114,"score_spread":0.2492263993336574,"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."}}