{"id":"W4226151408","doi":"10.1016/j.pathol.2021.12.095","title":"Experience with a triplex arbovirus nucleic acid test (NAT) at a Canadian public health laboratory","year":2022,"lang":"en","type":"article","venue":"Pathology","topic":"Mosquito-borne diseases and control","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"McGill University; University of Calgary","funders":"","keywords":"Dengue fever; Chikungunya; Arbovirus; myalgia; Zika virus; Urine; Rash; Medicine; Nat; Virology; Internal medicine; Virus","routes":{"ca_aff":true,"ca_fund":false,"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":[0.008326524,0.001863209,0.000378739,0.001474168,0.005783325,0.00238066,0.003929128,0.001441318,0.006931742],"category_scores_gemma":[0.01415989,0.0008167027,0.0009256864,0.001237493,0.002619214,0.001609835,0.002530877,0.002924712,0.001355709],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0169176,"about_ca_system_score_gemma":0.03639146,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.623435,"about_ca_topic_score_gemma":0.7990333,"domain_scores_codex":[0.9892222,0.002780748,0.0004278897,0.00119209,0.004019334,0.002357668],"domain_scores_gemma":[0.9819096,0.0027288,0.0006068367,0.0005940371,0.007956339,0.00620443],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00145351,0.007546749,0.4281827,0.0007832501,0.0003279614,0.02928657,0.05577827,0.00566794,0.0196968,0.002359493,0.03340504,0.4155118],"study_design_scores_gemma":[0.0003805212,0.01749099,0.5840405,0.0008354631,0.0007070816,0.05487438,0.08695661,0.01267437,0.02114656,0.002259519,0.2178916,0.0007424231],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8913749,0.003408687,0.02421866,0.01148689,0.0009294628,0.001187871,0.0005742409,0.0007693054,0.06604995],"genre_scores_gemma":[0.9471038,0.002989759,0.0188574,0.004002386,0.0003402276,0.0001252756,0.0006940901,0.0002640244,0.02562314],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.376565,"threshold_uncertainty_score":0.7575654,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01889243273061712,"score_gpt":0.2587985597802583,"score_spread":0.2399061270496412,"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."}}