{"id":"W4409799480","doi":"10.1186/s13071-025-06781-4","title":"Assessing current and future areas of ecological suitability for Lutzomyia shannoni in North America","year":2025,"lang":"en","type":"article","venue":"Parasites & Vectors","topic":"Research on Leishmaniasis Studies","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Trent University; Université de Montréal; University of Guelph","funders":"Natural Sciences and Engineering Research Council of Canada; Goddard Space Flight Center","keywords":"Ecology; Biodiversity; Lutzomyia; Climate change; Biology; Ecological niche; Geography; Vector (molecular biology); Leishmania infantum; Habitat; Leishmaniasis; Psychodidae; Visceral leishmaniasis","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002787622,0.0001515768,0.0005096978,0.0001851561,0.00007957774,0.0000272465,0.00008726917,0.00005887666,0.00003571374],"category_scores_gemma":[0.0008616059,0.0001159783,0.00008835482,0.0005472411,0.0002169296,0.00009404183,0.00009463564,0.0002268149,0.000001851553],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001311482,"about_ca_system_score_gemma":0.0001413467,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005402558,"about_ca_topic_score_gemma":0.0003971636,"domain_scores_codex":[0.9987245,0.00008932444,0.0003195335,0.0003429152,0.0001888989,0.000334891],"domain_scores_gemma":[0.9988032,0.0006632765,0.00007614796,0.0002078783,0.0001659351,0.00008355075],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001157907,0.0003522167,0.9567772,0.000404075,0.00005049359,0.000004322574,0.0002697287,0.000002666052,0.0002036465,0.00006295264,0.0003711968,0.04138573],"study_design_scores_gemma":[0.0006405649,0.0002013683,0.9899728,0.00007786573,0.00004708783,0.000001339891,0.0005467705,0.0001554447,0.0002104185,0.00009998025,0.007961902,0.00008441561],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.993268,0.003927675,0.00008605073,0.001195211,0.0001449713,0.0007284557,0.00001438795,0.00002651189,0.0006088032],"genre_scores_gemma":[0.9985818,0.0005043067,0.0005763163,0.00005444144,0.0001031912,0.0001165475,0.00002595343,0.000007673571,0.00002979697],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04130131,"threshold_uncertainty_score":0.4729456,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03338828569325173,"score_gpt":0.3827001845880223,"score_spread":0.3493118988947705,"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."}}