{"id":"W2761010807","doi":"10.1093/pch/pxx086.042","title":"REDUCING UNNECESSARY NASOPHARYNGEAL VIRUS TESTING AT A TERTIARY CARE PAEDIATRIC CENTRE – A CHOOSING WISELY INITIATIVE","year":2017,"lang":"en","type":"article","venue":"Paediatrics & Child Health","topic":"Facial Nerve Paralysis Treatment and Research","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto Public Health","funders":"","keywords":"Medicine; Point-of-care testing; Emergency department; Emergency medicine; Pediatrics; Pediatric emergency medicine; Test (biology); Intensive care medicine; Immunology","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":["metaepi_narrow","sts"],"consensus_categories":[],"category_scores_codex":[0.0006832797,0.0004748582,0.0008406563,0.0005595942,0.003632738,0.0001753905,0.0004122699,0.0002310338,0.00007519982],"category_scores_gemma":[0.001322766,0.0004047098,0.0003328853,0.0006780593,0.0001667242,0.0003403091,0.0004954459,0.0008989797,0.0001979155],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001131933,"about_ca_system_score_gemma":0.001026749,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001753688,"about_ca_topic_score_gemma":0.0002504418,"domain_scores_codex":[0.9958547,0.0002726823,0.0007539903,0.0009071444,0.0009309088,0.001280524],"domain_scores_gemma":[0.9965541,0.0003925634,0.0007426977,0.0009509829,0.0004304445,0.0009291612],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000189245,0.0003771534,0.9417564,0.0008622036,0.0001515305,0.0003250228,0.004209344,0.00002796626,0.00012957,0.0000151852,0.003392161,0.04856419],"study_design_scores_gemma":[0.005568615,0.0005717977,0.9883575,0.000570151,0.0004510641,0.00009254205,0.0007099811,0.0006470554,0.0007420452,0.00005439975,0.001639702,0.0005951567],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.924516,0.04475028,0.00002119716,0.0152723,0.0007173374,0.001872309,0.000203923,0.000271673,0.01237504],"genre_scores_gemma":[0.9898346,0.003890975,0.001562401,0.001446263,0.002510377,0.00003478934,0.0003694513,0.00008988463,0.0002612639],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06531864,"threshold_uncertainty_score":0.9998405,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04110266473391552,"score_gpt":0.3327522527606557,"score_spread":0.2916495880267401,"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."}}