{"id":"W2915390466","doi":"10.1016/j.actatropica.2019.02.019","title":"Role of container type, behavioural, and ecological factors in Aedes pupal production in Dhaka, Bangladesh: An application of zero-inflated negative binomial model","year":2019,"lang":"en","type":"article","venue":"Acta Tropica","topic":"Mosquito-borne diseases and control","field":"Medicine","cited_by":47,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Winnipeg; University of Manitoba","funders":"Public Health Agency of Canada; United States Agency for International Development","keywords":"Pupa; Dengue fever; Outbreak; Productivity; Chikungunya; Toxicology; Vector (molecular biology); Biology; Aedes; Aedes aegypti; Negative binomial distribution; Ecology; Veterinary medicine; Geography; Larva; Socioeconomics; Statistics; Medicine; Virology; Mathematics; Economics","routes":{"ca_aff":true,"ca_fund":true,"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":[0.00004709255,0.00009634186,0.0002949461,0.00009177703,0.000009884483,0.000004158746,0.00005213246,0.0001005942,0.00006531458],"category_scores_gemma":[0.00006496246,0.00007557167,0.00003355665,0.0001296441,0.00004819528,0.00009763156,0.00001931118,0.0001089265,0.000001173173],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003696384,"about_ca_system_score_gemma":0.00005350485,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000537674,"about_ca_topic_score_gemma":0.000261525,"domain_scores_codex":[0.9992422,0.00003760828,0.0002616441,0.0002315164,0.0001012602,0.0001257475],"domain_scores_gemma":[0.999546,0.00002681186,0.0001071779,0.0001833916,0.00008093879,0.00005566237],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000790558,0.0003525349,0.7960447,0.00002143994,0.0000131521,7.105373e-7,0.000299378,0.0001024467,0.2012346,0.0001841359,0.000008967821,0.0009474045],"study_design_scores_gemma":[0.001827352,0.0005955904,0.9736303,0.0000174249,0.00004934108,9.776404e-7,0.0003929124,0.01468725,0.008553678,0.0001633701,0.000009901536,0.00007191651],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9989597,0.00004315985,0.00000638571,0.0001564081,0.00002695067,0.0007018464,0.00001077702,0.00001104121,0.00008377065],"genre_scores_gemma":[0.9997526,0.00001424217,0.00007532211,0.00002056859,0.00001931635,0.00002481941,0.00005323958,0.000008576826,0.00003125014],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1926809,"threshold_uncertainty_score":0.3081723,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01328193414740585,"score_gpt":0.2548089718166087,"score_spread":0.2415270376692029,"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."}}