{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005998897,0.0002202652,0.0001864747,0.001026858,0.0004695468,0.0004688106,0.0004561997,0.0001516262,0.001004655],"category_scores_gemma":[0.001398555,0.0001105363,0.0001345362,0.001164821,0.0001829939,0.0003306545,0.0008171172,0.0002160524,0.0003229823],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006556132,"about_ca_system_score_gemma":0.001110174,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.1191948,"about_ca_topic_score_gemma":0.280551,"domain_scores_codex":[0.9995474,0.0001105004,0.00002589022,0.0001196465,0.0001382028,0.00005836081],"domain_scores_gemma":[0.9983133,0.0002222722,0.0004035292,0.000141805,0.0007724824,0.0001466],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002824182,0.0002397799,0.8764528,0.0004279058,0.000100094,0.0002636148,0.005465971,0.0006526798,0.009960288,0.0001347172,0.00709227,0.09892741],"study_design_scores_gemma":[0.000009920728,0.0001283104,0.9758828,0.0001148297,0.00005018491,0.0001370219,0.005627939,0.003020165,0.002245097,0.0001023839,0.01265829,0.0000230799],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9796343,0.000393106,0.00205916,0.00017561,0.00001883189,0.0002871457,0.01211111,0.0001385624,0.00518215],"genre_scores_gemma":[0.9724868,0.0007072977,0.01031183,0.000181277,0.00002712934,0.0005220193,0.01303038,0.0000193851,0.002713897],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1191948,"threshold_uncertainty_score":0.2370021,"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."}}