{"id":"W4224228486","doi":"10.3390/insects13050404","title":"Monitoring Trends in Distribution and Seasonality of Medically Important Ticks in North America Using Online Crowdsourced Records from iNaturalist","year":2022,"lang":"en","type":"article","venue":"Insects","topic":"Vector-borne infectious diseases","field":"Immunology and Microbiology","cited_by":28,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Amblyomma americanum; Ixodes scapularis; Tick; Biology; Dermacentor variabilis; Tick-borne disease; Range (aeronautics); Ecology; Citizen science; Ixodidae; Zoology","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":[0.000131638,0.0001239415,0.0002761655,0.00008609061,0.000087237,0.000005691292,0.0001076591,0.000105267,0.0002456478],"category_scores_gemma":[0.0001625134,0.000129557,0.00004507695,0.000522377,0.0001406406,0.00005311916,0.0001461936,0.0005334524,6.124e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000234936,"about_ca_system_score_gemma":0.00008220477,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01614116,"about_ca_topic_score_gemma":0.004562777,"domain_scores_codex":[0.998789,0.0002955839,0.0003750343,0.0002539105,0.00006468383,0.0002217707],"domain_scores_gemma":[0.9994725,0.0001373741,0.0001812637,0.0001513237,0.00002897066,0.00002853915],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002022443,0.0003149521,0.9659849,0.000008937043,0.00004335061,0.00004312345,0.0004624749,0.00008078183,0.02381913,0.000003562866,0.00003122859,0.0090053],"study_design_scores_gemma":[0.0009814725,0.0001291754,0.9966679,0.00002878311,0.00002457269,0.00001812201,0.000231413,0.0001224288,0.001143507,0.00003095622,0.0004977032,0.0001240176],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9963093,0.002036294,0.000007049762,0.00006736354,0.0003689849,0.0000742932,0.001099296,0.000027243,0.00001021512],"genre_scores_gemma":[0.9984817,0.00004417822,0.00002340303,0.00004128505,0.00003086314,0.00001177386,0.001347107,0.000009521828,0.00001015845],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03068293,"threshold_uncertainty_score":0.9904104,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01726040633801707,"score_gpt":0.2660559980914525,"score_spread":0.2487955917534354,"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."}}