{"id":"W3194885210","doi":"10.1101/2021.08.19.21262310","title":"Predicting SARS-CoV-2 infections for children and youth with single symptom screening","year":2021,"lang":"en","type":"preprint","venue":"medRxiv","topic":"Respiratory viral infections research","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ottawa Public Health; University of Ottawa; Queen's University; Children's Hospital of Eastern Ontario","funders":"CHEO Research Institute","keywords":"rhinorrhea; Medicine; Sore throat; Pediatrics; Nasal congestion; Etiology; Internal medicine; Immunology; Nose; Surgery","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007234663,0.0004251198,0.000281743,0.001022401,0.0004515863,0.0008513478,0.0004603386,0.0004910326,0.002928806],"category_scores_gemma":[0.002691932,0.000271666,0.0006025473,0.0006635677,0.0003005613,0.0005151361,0.0006635329,0.0008047674,0.0004207516],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009880541,"about_ca_system_score_gemma":0.001270097,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.04721339,"about_ca_topic_score_gemma":0.07300364,"domain_scores_codex":[0.9994195,0.0001051515,0.00006644982,0.00008655557,0.0001418436,0.0001805234],"domain_scores_gemma":[0.9981641,0.00021183,0.0008327165,0.00003878218,0.0002902501,0.0004623406],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000008314599,0.000004596652,0.9994868,0.00000458802,0.000003067847,0.00003310909,0.0000208064,0.00001698067,0.00002881941,0.000003174081,0.00009230782,0.000297357],"study_design_scores_gemma":[0.000001464874,0.00004544378,0.9987537,0.00002345959,0.000008168144,0.0003025259,0.0003576106,0.0002548972,0.00008288237,0.000009554939,0.0001574191,0.000002852707],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.997526,0.0003363949,0.00008152003,0.0001370185,0.00001733896,0.00001980623,0.001121588,0.00001207752,0.0007483767],"genre_scores_gemma":[0.9989954,0.0001475993,0.0001812922,0.00004455554,0.00001068725,0.000007153362,0.0004615251,0.000002135478,0.0001495911],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04721339,"threshold_uncertainty_score":0.0938772,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07943943672710609,"score_gpt":0.3502190980636797,"score_spread":0.2707796613365736,"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."}}