{"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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.002606944,0.0002159796,0.0003915297,0.0006327201,0.0007844857,0.0005492673,0.001029771,0.00005020042,0.001118375],"category_scores_gemma":[0.0002123457,0.000166963,0.0002906623,0.002832457,0.002411853,0.002135405,0.0002899158,0.0003300393,0.0001610611],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002313667,"about_ca_system_score_gemma":0.002627708,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003131939,"about_ca_topic_score_gemma":0.000006180984,"domain_scores_codex":[0.9946992,0.0000485585,0.0006313823,0.0007294171,0.002968638,0.0009227832],"domain_scores_gemma":[0.9974063,0.00002207301,0.0004565943,0.0005341028,0.001005214,0.000575737],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0002518911,0.000379581,0.00828791,0.00006417616,0.00003804775,0.00002460442,0.0004580909,0.0001540123,0.9641809,0.005905655,0.0004862897,0.01976887],"study_design_scores_gemma":[0.02729883,0.007104942,0.258343,0.002754535,0.001300869,0.003864014,0.005242583,0.03509733,0.5419584,0.1005807,0.01414181,0.002312941],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9753929,0.0002387371,0.003994654,0.001594778,0.002468271,0.0005365133,0.000006966747,0.00003024288,0.01573692],"genre_scores_gemma":[0.9931084,0.00004816934,0.002113788,0.000336856,0.000251926,0.000003437618,0.000001494366,0.00001495593,0.004120983],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4222225,"threshold_uncertainty_score":0.9997947,"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."}}