{"id":"W4394883846","doi":"10.5376/jmr.2024.14.0004","title":"Optimization of Gene-driven Release Strategies for &lt;i&gt;Culex quinquefasciatus&lt;/i&gt; Based on Ecological Models","year":2024,"lang":"en","type":"article","venue":"Journal of Mosquito Research","topic":"Insect-Plant Interactions and Control","field":"Agricultural and Biological Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Culex quinquefasciatus; Ecology; Biology; Gene; Chemistry; Genetics; Larva","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":[],"consensus_categories":[],"category_scores_codex":[0.00139565,0.0001290585,0.0002685286,0.0001371185,0.0002515631,0.0002705009,0.0003822571,0.0001593934,0.0003631459],"category_scores_gemma":[0.0002630566,0.00005074698,0.000278414,0.0004090722,0.0000884082,0.0003670255,0.00003388784,0.0003922829,0.000009273561],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001211024,"about_ca_system_score_gemma":0.0001901196,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001771625,"about_ca_topic_score_gemma":0.0001007208,"domain_scores_codex":[0.9978791,0.0002832073,0.0004775392,0.0002339066,0.0007540972,0.0003721653],"domain_scores_gemma":[0.9970802,0.001724918,0.0001490971,0.00007237116,0.0008364193,0.000136989],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0008597166,0.000408665,0.00001008965,0.00004114744,0.00005870089,0.00006327697,0.00007206963,0.3035869,0.6669614,0.009709462,0.007460819,0.01076776],"study_design_scores_gemma":[0.0004431153,0.004345211,0.0006773683,0.0002092375,0.0000337136,0.00004021601,0.0003067765,0.9750527,0.003666787,0.002629579,0.01243894,0.000156324],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9876446,0.0005784819,0.004169304,0.003106737,0.0004791542,0.0005222908,0.0001632557,0.00003190469,0.003304245],"genre_scores_gemma":[0.9976309,0.0002010215,0.001020963,0.00006864453,0.0007216302,0.00003156806,0.00002501139,0.000002833942,0.0002974481],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6714659,"threshold_uncertainty_score":0.3976193,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.061680962798585,"score_gpt":0.3187183046360021,"score_spread":0.2570373418374172,"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."}}