{"id":"W4323856859","doi":"10.1016/j.ttbdis.2023.102144","title":"A citizen science approach to investigate the distribution, abundance, and pathogen infection of vector ticks through active surveillance","year":2023,"lang":"en","type":"article","venue":"Ticks and Tick-borne Diseases","topic":"Viral Infections and Vectors","field":"Medicine","cited_by":20,"is_retracted":false,"has_abstract":true,"ca_institutions":"Canadian Forest Service","funders":"","keywords":"Citizen science; Tick; Ixodes scapularis; Dermacentor variabilis; Public health; Biology; Vector (molecular biology); Entomology; Ixodidae; Environmental health; Ecology; Medicine","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002153027,0.0001495339,0.0002505162,0.00008753388,0.0003508281,0.00005677657,0.00006424163,0.00003928983,0.000009822939],"category_scores_gemma":[0.000531527,0.0001010375,0.00005220723,0.001228896,0.0007717078,0.0001542156,0.0001023986,0.00009566938,0.000009157116],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004239912,"about_ca_system_score_gemma":0.0001354275,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003365198,"about_ca_topic_score_gemma":0.00001378247,"domain_scores_codex":[0.9989455,0.00004532895,0.0001930207,0.0003370683,0.0002076984,0.0002713249],"domain_scores_gemma":[0.9991773,0.00009885045,0.00005501737,0.0002483419,0.000196956,0.000223553],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0006557646,0.0009877263,0.9082982,0.001071266,0.0003605508,0.00002101924,0.004368903,0.0002323201,0.02654327,0.03233521,0.005901722,0.01922408],"study_design_scores_gemma":[0.0003772527,0.0002332317,0.9945794,0.00006684194,0.0001100685,0.00001951877,0.0001989283,0.001128647,0.0009373482,0.0006820613,0.001536252,0.0001304061],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.996898,0.0002194355,0.0004619759,0.0005121615,0.00009418986,0.0004746668,0.0003561736,0.00009306816,0.00089033],"genre_scores_gemma":[0.9992193,0.0002324616,0.00004320704,0.0001349537,0.00008736931,0.00006179865,0.0001093903,0.00001323975,0.00009830918],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.08628126,"threshold_uncertainty_score":0.4120191,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01910044776519989,"score_gpt":0.2836112451935791,"score_spread":0.2645107974283792,"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."}}