{"id":"W4388241487","doi":"10.2196/42050","title":"Malaria Vector Bionomics: Countrywide Surveillance Study on Implications for Malaria Elimination in India","year":2023,"lang":"en","type":"article","venue":"JMIR Public Health and Surveillance","topic":"Malaria Research and Control","field":"Medicine","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Bionomics; Malaria; Environmental health; Vector (molecular biology); Geography; Public health; Epidemiological surveillance; Public health surveillance; Virology; Biology; Epidemiology; Medicine; Ecology; Immunology","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003590502,0.000269861,0.0001754726,0.001199383,0.0005036687,0.0005494208,0.0004210137,0.0001892448,0.0009820977],"category_scores_gemma":[0.000682688,0.0002609613,0.0003063336,0.001728425,0.0002525903,0.0003389948,0.0004338285,0.0003268762,0.0002711786],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007018169,"about_ca_system_score_gemma":0.001232113,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03841657,"about_ca_topic_score_gemma":0.04029127,"domain_scores_codex":[0.9996755,0.00009574366,0.0000351467,0.00005356931,0.00004627998,0.0000937787],"domain_scores_gemma":[0.9994256,0.00007356942,0.0001739183,0.0000555984,0.0001467212,0.0001246101],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00003008082,0.00006627422,0.9931698,0.00003732055,0.00002298873,0.0002245058,0.001097045,0.00007442257,0.0005595983,0.00006573784,0.000566644,0.004085578],"study_design_scores_gemma":[0.000002226908,0.00006020108,0.9975177,0.00000671182,0.00001613393,0.0002443551,0.001520747,0.00009819016,0.00008474893,0.000008528838,0.0004367196,0.000003627049],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9965357,0.00009728596,0.0001396132,0.0001081589,0.000003934295,0.00006060281,0.001388522,0.00002590891,0.001640359],"genre_scores_gemma":[0.997974,0.0001602357,0.0002901519,0.00006990167,0.000005821498,0.00004826489,0.001056358,0.000003967188,0.0003913759],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03841657,"threshold_uncertainty_score":0.07638592,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04520055176563621,"score_gpt":0.3607814163762563,"score_spread":0.3155808646106201,"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."}}