{"id":"W4401515204","doi":"10.1186/s13071-024-06387-2","title":"Modeling platform to assess the effectiveness of single and integrated Ixodes scapularis tick control methods","year":2024,"lang":"en","type":"article","venue":"Parasites & Vectors","topic":"Vector-borne infectious diseases","field":"Immunology and Microbiology","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Army Research Office; Centers for Disease Control and Prevention; U.S. Department of Defense; National Science Foundation","keywords":"Ixodes scapularis; Tick; Biology; Entomopathogenic fungus; Odocoileus; Veterinary medicine; Lyme disease; Metarhizium anisopliae; Acaricide; Tick-borne disease; Ecology; Toxicology; Ixodidae; Biological pest control; Medicine","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001157818,0.0002509296,0.0004297184,0.0001932141,0.0001488415,0.00007616296,0.0001821053,0.0001735297,0.00009469033],"category_scores_gemma":[0.0007335225,0.0001685493,0.0001331477,0.0003939398,0.0001691768,0.0001303975,0.0000649849,0.0002675064,0.00007272327],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008656487,"about_ca_system_score_gemma":0.00007622891,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007568317,"about_ca_topic_score_gemma":0.00007069058,"domain_scores_codex":[0.9980462,0.0009167702,0.0002916097,0.0003753152,0.00004637075,0.0003237626],"domain_scores_gemma":[0.9964833,0.003046353,0.00004373233,0.0002648707,0.000119101,0.00004269265],"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":[0.0003626304,0.0001265673,0.04573771,0.0001769187,0.0008587915,0.000005506685,0.0003770732,0.003322767,0.9421541,0.001715602,0.00005973165,0.005102578],"study_design_scores_gemma":[0.001627466,0.001134372,0.09586748,0.0009438875,0.001254363,0.0001937048,0.0005917523,0.01752202,0.8753811,0.002661876,0.00196931,0.0008526417],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9173284,0.009521139,0.07157149,0.0000298004,0.0006324225,0.0004835699,0.00004746893,0.0001769469,0.0002088052],"genre_scores_gemma":[0.9993652,0.00002096168,0.0003533308,0.00004710367,0.00002523365,0.0000801912,0.0000334432,0.00003447276,0.00004012991],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.08203678,"threshold_uncertainty_score":0.687324,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0302961660397135,"score_gpt":0.326756232174401,"score_spread":0.2964600661346875,"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."}}