{"id":"W4308125653","doi":"10.3389/fcimb.2022.1049646","title":"The environment, the tick, and the pathogen – It is an ensemble","year":2022,"lang":"en","type":"review","venue":"Frontiers in Cellular and Infection Microbiology","topic":"Vector-borne infectious diseases","field":"Immunology and Microbiology","cited_by":35,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"National Institute of General Medical Sciences; U.S. Department of Agriculture; National Institute of Food and Agriculture; National Institutes of Health; National Science Foundation","keywords":"Ixodes scapularis; Tick; Borrelia burgdorferi; Lyme disease; Biology; Ixodes; Tick-borne disease; Pathogen; Abiotic component; Ecology; Host (biology); Borrelia; Transmission (telecommunications); Zoology; Ixodidae; Virology; Immunology","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":[0.0004410917,0.000901561,0.001031464,0.001424442,0.0003512954,0.001739127,0.0007044641,0.001180612,0.003941148],"category_scores_gemma":[0.0004540232,0.0002193992,0.0002908985,0.001636873,0.0006467341,0.002101502,0.0009627333,0.001831384,0.003019633],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005665276,"about_ca_system_score_gemma":0.00132041,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001049348,"about_ca_topic_score_gemma":0.001513835,"domain_scores_codex":[0.9997829,0.0000428192,0.00002266665,0.00003498619,0.00008924765,0.00002740688],"domain_scores_gemma":[0.9997976,0.0000687508,0.00002620011,0.000008909712,0.00006542815,0.00003305132],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00006176496,0.0000476734,0.0002674951,0.009798105,0.0000493539,0.0001922235,0.0001311431,0.000237246,0.003506535,0.008643099,0.0450493,0.9320161],"study_design_scores_gemma":[0.000002312939,0.00003716246,0.0004320856,0.001180815,0.00001713098,0.0004025862,0.00005902847,0.00002503478,0.0001960341,0.001475857,0.996165,0.000006792408],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0001644979,0.9951305,0.0002124449,0.0007804572,0.0007928414,0.000004495118,0.00002141527,0.00001143698,0.002881978],"genre_scores_gemma":[0.001078444,0.9959279,0.0002383103,0.0004521786,0.0005046611,0.00000599944,0.00003663579,0.00000270086,0.001753218],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.003941148,"threshold_uncertainty_score":0.01318443,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01695725326979337,"score_gpt":0.2354210650152467,"score_spread":0.2184638117454533,"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."}}