{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.02202422,0.000113783,0.0004562322,0.0003240642,0.00009751849,0.00006782185,0.000574377,0.0001265339,0.0001474306],"category_scores_gemma":[0.002989449,0.00006039856,0.0001594467,0.001496594,0.0008229766,0.0001067173,0.00005569545,0.0006892706,0.000003875336],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002470335,"about_ca_system_score_gemma":0.0005552259,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001450905,"about_ca_topic_score_gemma":0.000379137,"domain_scores_codex":[0.995996,0.0005508468,0.001193201,0.0002363906,0.001626547,0.0003970343],"domain_scores_gemma":[0.9968743,0.00224599,0.00024195,0.0001421124,0.00004900492,0.0004465941],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001032322,0.0001874951,0.9575213,0.00003766117,0.00002531066,0.001561311,0.0003005251,0.00000599942,0.00001359774,0.005318609,0.001103971,0.03382102],"study_design_scores_gemma":[0.002745555,0.0005645767,0.9761757,0.0006313965,0.00007609843,0.0003828438,0.004925388,0.003858683,8.903298e-7,0.006807658,0.003734568,0.00009661879],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9649496,0.00411083,0.0001335149,0.03000089,0.0002733297,0.0001526565,0.000002236023,0.000009154035,0.0003677874],"genre_scores_gemma":[0.9946173,0.003298938,0.0001065807,0.001629482,0.0003233056,0.000003991373,7.873493e-7,0.000004930876,0.00001463086],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0337244,"threshold_uncertainty_score":0.7633198,"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."}}