{"id":"W4366829424","doi":"10.3390/pathogens12050633","title":"Advances in the Epidemiological Surveillance of Tick-Borne Pathogens","year":2023,"lang":"en","type":"editorial","venue":"Pathogens","topic":"Vector-borne infectious diseases","field":"Immunology and Microbiology","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Guelph; University of Saskatchewan","funders":"","keywords":"Epidemiology; Epidemiological surveillance; Environmental health; Tick-borne disease; Virology; Geography; Biology; Tick; Medicine","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":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","metaepi_narrow","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.002356536,0.0005290229,0.001266465,0.0002171064,0.0001355753,0.00001320149,0.0008938994,0.001495047,0.0002367609],"category_scores_gemma":[0.01623376,0.000359461,0.0004490434,0.0005681957,0.0005086134,0.00006018236,0.0001978234,0.001278896,0.0007182115],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008786154,"about_ca_system_score_gemma":0.0002561042,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001388582,"about_ca_topic_score_gemma":0.0008270509,"domain_scores_codex":[0.9949723,0.00228819,0.0009422416,0.0008083708,0.0001826419,0.0008062822],"domain_scores_gemma":[0.9850771,0.01318217,0.0005754133,0.000885929,0.0002443996,0.00003497575],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001545848,0.0003322963,0.01186824,0.0001960043,0.0001530225,0.000141245,0.0002195748,0.00005746529,0.005190155,0.0003473625,0.978155,0.003185064],"study_design_scores_gemma":[0.0006946654,0.0003320647,0.0280779,0.0001183279,0.0001089217,0.00001695085,0.0001507172,0.000001873124,0.0001144586,0.0005587786,0.9693632,0.0004621614],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"editorial","genre_gemma":"editorial","genre_scores_codex":[0.007566128,0.03412109,0.00004618552,0.000168157,0.9485875,0.0007021509,0.00676041,0.000269351,0.001778979],"genre_scores_gemma":[0.4520473,0.05316672,0.00008520337,0.0002615464,0.4811711,0.0009310333,0.01090523,0.0003240142,0.001107807],"genre_candidate":"editorial","genre_consensus":"editorial","teacher_disagreement_score":0.4674164,"threshold_uncertainty_score":0.9998857,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01554102093580127,"score_gpt":0.2854321611035151,"score_spread":0.2698911401677138,"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."}}