{"id":"W4407382928","doi":"10.3389/fmicb.2025.1543560","title":"Microbial community variations in adult Hyalomma dromedarii ticks from single locations in Saudi Arabia and Tunisia","year":2025,"lang":"en","type":"article","venue":"Frontiers in Microbiology","topic":"Vector-borne infectious diseases","field":"Immunology and Microbiology","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Guelph","funders":"","keywords":"Biology; Tick; Hyalomma; Ecology; Microbiome; Zoology; Ixodidae; Genetics","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002330121,0.0003112799,0.0002524528,0.0008359964,0.0003683633,0.0006041331,0.0001687604,0.0002702206,0.0007244245],"category_scores_gemma":[0.0004490211,0.00009668988,0.0002276177,0.000636344,0.0002425275,0.0002541465,0.0004118987,0.0001573393,0.0001157773],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004665084,"about_ca_system_score_gemma":0.0003075771,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01675546,"about_ca_topic_score_gemma":0.02834133,"domain_scores_codex":[0.999827,0.00003171039,0.00001863297,0.00004916748,0.00002918338,0.00004443721],"domain_scores_gemma":[0.9997666,0.00002410805,0.00009986667,0.000008400042,0.00006826018,0.00003263066],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002998574,0.0000337702,0.9647901,0.0001314412,0.0001664688,0.0003367027,0.001343663,0.0003391468,0.01816278,0.00006068888,0.0002680197,0.01406736],"study_design_scores_gemma":[0.000004042489,0.00005771482,0.9954708,0.00003169631,0.00004843279,0.0002681247,0.002040347,0.0003741078,0.0008388121,0.00003330671,0.0008255272,0.000007024107],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9986908,0.0004469126,0.0001095508,0.00002949518,0.000004086419,0.000005355063,0.0005333931,0.00000233961,0.0001782037],"genre_scores_gemma":[0.9985974,0.0002667155,0.0002749579,0.00003651311,0.000006565454,0.000008124846,0.0006399808,0.000001297332,0.0001684131],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01675546,"threshold_uncertainty_score":0.0333159,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006977810389401065,"score_gpt":0.2198041436982238,"score_spread":0.2128263333088228,"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."}}