{"id":"W4386566398","doi":"10.12669/pjms.39.6.7383","title":"Demographic and clinical variables in the dengue epidemic in Punjab, Pakistan","year":2023,"lang":"en","type":"article","venue":"Pakistan Journal of Medical Sciences","topic":"Mosquito-borne diseases and control","field":"Medicine","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"Biotechnology Research Institute","funders":"","keywords":"Medicine; Dengue fever; Aspartate transaminase; Alanine transaminase; Vomiting; Internal medicine; Bilirubin; Alkaline phosphatase; Dengue virus; Liver function tests; Alanine aminotransferase; Gastroenterology; Pediatrics; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005085883,0.0002108915,0.0001922112,0.0007037055,0.0008267239,0.0005964069,0.0001991311,0.0003152818,0.002010389],"category_scores_gemma":[0.001048683,0.0002976024,0.0001664597,0.001047307,0.0003865744,0.0006327064,0.0004119074,0.0006552875,0.0002229797],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004938201,"about_ca_system_score_gemma":0.001016092,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01010165,"about_ca_topic_score_gemma":0.008992149,"domain_scores_codex":[0.9996723,0.0000658683,0.00004359716,0.00005830791,0.00007015229,0.00008978668],"domain_scores_gemma":[0.9995319,0.00008401599,0.000170176,0.00001460926,0.00006495411,0.000134393],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00002886415,0.00005689413,0.9979588,0.00001274849,0.000007940042,0.0001721477,0.0002293054,0.00004055425,0.00007716872,0.00002386177,0.0002021895,0.001189544],"study_design_scores_gemma":[0.00000364908,0.00008579553,0.9977013,0.00001298016,0.000003813034,0.0004930707,0.001308294,0.00008732581,0.00001705442,0.00002360257,0.0002591772,0.000003926079],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9985876,0.0001505702,0.00004081633,0.0001704519,0.000009085529,0.00001939237,0.0004251065,0.0000017427,0.0005952982],"genre_scores_gemma":[0.9990917,0.0002331327,0.00007297217,0.00006072275,0.000009861544,0.00002269493,0.0003662243,7.145055e-7,0.0001418833],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01010165,"threshold_uncertainty_score":0.02008569,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05325277363227438,"score_gpt":0.4271223373424912,"score_spread":0.3738695637102168,"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."}}