{"id":"W4413373805","doi":"10.21203/rs.3.rs-6940234/v1","title":"ELISA and qRT-PCR-Based Diagnosis of Dengue and Chikungunya Virus Co- Infections during the 2023-24 Outbreak in Punjab, Pakistan","year":2025,"lang":"en","type":"preprint","venue":"Research Square","topic":"Mosquito-borne diseases and control","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Provincial Laboratory of Public Health","funders":"","keywords":"Chikungunya; Outbreak; Dengue fever; Virology; Dengue virus; Virus; Medicine; Environmental health","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003393217,0.0003794448,0.0002856124,0.0003757671,0.0005460308,0.0007360325,0.0001854252,0.0004098907,0.001641048],"category_scores_gemma":[0.0003926533,0.0002931542,0.0002864065,0.0005721003,0.0003747781,0.0002248263,0.000188096,0.0005349676,0.000456883],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005295615,"about_ca_system_score_gemma":0.0005739221,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01262024,"about_ca_topic_score_gemma":0.0148376,"domain_scores_codex":[0.9996337,0.00004071656,0.00002747149,0.0001189662,0.00009132458,0.00008785699],"domain_scores_gemma":[0.9997488,0.00007192628,0.00006164055,0.000009235935,0.00008477185,0.00002372836],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001474275,0.0004094921,0.5907953,0.0003544548,0.0001011431,0.0008532977,0.00165311,0.001576913,0.38583,0.0002021465,0.001898701,0.01485125],"study_design_scores_gemma":[0.00002908015,0.0005969357,0.92528,0.00004670604,0.0001013761,0.0007569814,0.003056084,0.001953392,0.06461945,0.0001274029,0.003401481,0.00003100789],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9880512,0.0002392223,0.001369707,0.00010677,0.00008557166,0.0001136954,0.006854602,0.0000349929,0.003144129],"genre_scores_gemma":[0.988988,0.0003859483,0.003419725,0.0001375968,0.00002639629,0.0001560884,0.004523995,0.000006160623,0.002356077],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01262024,"threshold_uncertainty_score":0.02509356,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03050415896852074,"score_gpt":0.4034616720047686,"score_spread":0.3729575130362479,"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."}}