{"id":"W7135200065","doi":"10.5376/jmr.2024.14.0028","title":"Development and Testing of New Biopesticides for Mosquito Control","year":2024,"lang":"","type":"article","venue":"Journal of Mosquito Research","topic":"Mosquito-borne diseases and control","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Biopesticide; Mosquito control; Sustainability; Public health; Vector control; Chemical control; Stakeholder","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":["metaresearch","metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.009293579,0.000491026,0.001531413,0.001300298,0.0003898989,0.0006224515,0.0006947566,0.000315546,0.0002631347],"category_scores_gemma":[0.00905845,0.0003888596,0.0004926785,0.001280769,0.0004554484,0.0003954653,0.0002655583,0.001405768,0.00002318742],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004227998,"about_ca_system_score_gemma":0.008033203,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001109277,"about_ca_topic_score_gemma":0.00001316065,"domain_scores_codex":[0.9923247,0.0003374926,0.002601344,0.0007206986,0.002586043,0.001429723],"domain_scores_gemma":[0.9885198,0.005363467,0.0006014792,0.0005083811,0.003379954,0.001626931],"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":[0.004630741,0.0006344474,0.003711067,0.005560257,0.002328194,0.001049595,0.003686086,0.0001360725,0.08964758,0.002117153,0.02354971,0.8629491],"study_design_scores_gemma":[0.04386522,0.0256029,0.04035025,0.04818375,0.007173317,0.002226429,0.01501962,0.08254839,0.04531266,0.007296602,0.6805324,0.001888469],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7630024,0.2143809,0.009444102,0.007390093,0.00200498,0.002829971,0.0001097765,0.00003386032,0.0008038959],"genre_scores_gemma":[0.9796523,0.001072706,0.01159653,0.0001448561,0.004955658,0.00004785094,0.00000370983,0.0001153787,0.002411024],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8610606,"threshold_uncertainty_score":0.9998564,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1883515111538683,"score_gpt":0.44059553090174,"score_spread":0.2522440197478718,"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."}}