{"id":"W4410350442","doi":"10.62118/jmmc.v15i2.492","title":"Leptospirosis an emerging infectious disease and preventive measures in Pakistan.","year":2025,"lang":"en","type":"article","venue":"JMMC","topic":"Leptospirosis research and findings","field":"Immunology and Microbiology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Alberta Children's Hospital; University of Calgary","funders":"","keywords":"Leptospirosis; Infectious disease (medical specialty); Emerging infectious disease; Environmental health; Virology; Medicine; Disease; Outbreak; Internal medicine","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":[0.000247472,0.000117444,0.0001654825,0.0002177608,0.0001639567,0.00003727452,0.000118519,0.0001037597,0.0001425458],"category_scores_gemma":[0.000109307,0.0001079158,0.00004402537,0.0002348099,0.0001521306,0.0001513489,0.00009979997,0.0002542937,0.00004354676],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005925031,"about_ca_system_score_gemma":0.00007277855,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002670765,"about_ca_topic_score_gemma":0.0002972669,"domain_scores_codex":[0.9990203,0.0001541305,0.0001755066,0.0002919771,0.00003418675,0.0003238631],"domain_scores_gemma":[0.999644,0.00006332331,0.00003325963,0.0001767866,0.00003749917,0.00004509807],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003496092,0.000407519,0.8151248,0.0000732569,0.0001545709,0.00001354172,0.001201759,0.000004140649,0.1211034,0.005225867,0.002433124,0.05390846],"study_design_scores_gemma":[0.002228771,0.0001884766,0.9389295,0.0001172564,0.00004023809,0.000002433508,0.0004667936,0.0000121733,0.01191008,0.003444796,0.04241301,0.0002464932],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.993427,0.003059371,0.0001627031,0.000418895,0.0001722069,0.0002693914,0.00001746433,0.00005457811,0.002418423],"genre_scores_gemma":[0.9967206,0.0002069564,0.00001188779,0.0001706605,0.00001072957,0.00006339922,0.00002641786,0.00000781806,0.002781533],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1238047,"threshold_uncertainty_score":0.4400677,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0115889661564344,"score_gpt":0.3158770167027438,"score_spread":0.3042880505463094,"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."}}