{"id":"W2993339001","doi":"10.15173/sciential.v1i3.2274","title":"Prevention of Dengue Virus through Citizen Science","year":2019,"lang":"en","type":"article","venue":"Sciential - McMaster Undergraduate Science Journal","topic":"Mosquito-borne diseases and control","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"","keywords":"Dengue fever; Aedes albopictus; Dengue virus; Aedes aegypti; Public health; Virology; Aedes; Virus; Vector (molecular biology); Environmental health; Zika virus; Biology; Medicine; Ecology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003695884,0.0003269796,0.000291106,0.0008526495,0.001302307,0.002286329,0.0009192633,0.001552243,0.01313082],"category_scores_gemma":[0.005729589,0.0001415726,0.0004485227,0.0004366107,0.001355278,0.001742514,0.004269844,0.002279153,0.00136198],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001503716,"about_ca_system_score_gemma":0.006440351,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003590606,"about_ca_topic_score_gemma":0.007017927,"domain_scores_codex":[0.9980867,0.001073168,0.00004923567,0.0001520707,0.000390718,0.0002481274],"domain_scores_gemma":[0.997353,0.001027345,0.0002967694,0.0002168155,0.0004908374,0.0006152971],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001955155,0.001767386,0.02030733,0.002025131,0.0001096131,0.0005967703,0.004555325,0.001151824,0.00536168,0.1277727,0.1389206,0.697236],"study_design_scores_gemma":[0.0001403552,0.001111972,0.01853244,0.003241789,0.00007389406,0.0004991487,0.007816381,0.002913862,0.005163785,0.09390702,0.8665506,0.00004876434],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.09930649,0.03539627,0.04868326,0.5278098,0.004431557,0.001175607,0.0007296932,0.0006121278,0.2818551],"genre_scores_gemma":[0.7936911,0.04029093,0.03879074,0.06437647,0.00166683,0.00068324,0.000529338,0.00005992625,0.05991141],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01313082,"threshold_uncertainty_score":0.04392695,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01555187808803595,"score_gpt":0.3052202126237187,"score_spread":0.2896683345356828,"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."}}