{"id":"W4367593927","doi":"10.2196/43712","title":"Spatio-Temporal Analysis of Leptospirosis Hotspot Areas and Its Association With Hydroclimatic Factors in Selangor, Malaysia: Protocol for an Ecological Cross-sectional Study","year":2023,"lang":"en","type":"article","venue":"JMIR Research Protocols","topic":"Leptospirosis research and findings","field":"Immunology and Microbiology","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Geography; Leptospirosis; Hotspot (geology); Georeference; Geographic information system; Longitude; Population; Cartography; Environmental health; Latitude; Socioeconomics; Physical geography; Veterinary medicine; Medicine","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004248477,0.000234163,0.0006006369,0.001436706,0.0004039627,0.000161304,0.0004050166,0.0004226156,0.0004581753],"category_scores_gemma":[0.0007501668,0.0001727936,0.00012799,0.002712974,0.000211311,0.0003614909,0.0002263295,0.0007420995,0.00004229201],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003156869,"about_ca_system_score_gemma":0.0001943684,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000167985,"about_ca_topic_score_gemma":0.0006954368,"domain_scores_codex":[0.9962346,0.0009490286,0.0006644492,0.0006872199,0.0004932781,0.0009714175],"domain_scores_gemma":[0.997728,0.0009864559,0.000289366,0.0003013083,0.0005927585,0.0001020417],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001939191,0.002802124,0.9863966,0.0002307976,0.0004688926,0.000004038229,0.0007772302,0.00006707688,0.006861791,0.00005418456,0.0003519632,0.000046084],"study_design_scores_gemma":[0.005834452,0.00797039,0.9796639,0.00008058238,0.00001504965,8.12912e-7,0.0004042258,0.0005324815,0.003981049,0.00006568129,0.001267686,0.0001836674],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"protocol","genre_scores_codex":[0.5323359,2.334479e-7,0.000001895266,0.00002334634,0.00000213674,0.4674768,0.00008178841,0.00004134692,0.00003662477],"genre_scores_gemma":[0.4689689,8.616413e-8,0.000009331791,0.000002608454,0.000008835323,0.5303587,0.000188314,0.0000137411,0.0004494955],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.06336702,"threshold_uncertainty_score":0.7046317,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2167857105188707,"score_gpt":0.5092309710478448,"score_spread":0.2924452605289741,"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."}}