{"id":"W4396956422","doi":"10.1016/j.pt.2024.04.013","title":"Next-generation sequencing technologies for helminth diagnostics and surveillance in ruminants: shifting diagnostic barriers","year":2024,"lang":"en","type":"article","venue":"Trends in Parasitology","topic":"Helminth infection and control","field":"Veterinary","cited_by":33,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Livestock; Biotechnology; Biology; Agriculture; Sustainability; Ecology","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":[0.02807905,0.0006162387,0.001322038,0.001580128,0.0006801971,0.004796619,0.001570246,0.002525328,0.001530109],"category_scores_gemma":[0.02615507,0.0004464647,0.0006133079,0.001395476,0.001685877,0.003687057,0.001681156,0.004264529,0.0005163941],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002233338,"about_ca_system_score_gemma":0.003039053,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003602187,"about_ca_topic_score_gemma":0.007186837,"domain_scores_codex":[0.9883427,0.005393072,0.0007355873,0.00189897,0.003005852,0.0006238968],"domain_scores_gemma":[0.9634871,0.02452501,0.002730121,0.001323998,0.006615851,0.001317906],"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":[0.001057037,0.0003249573,0.05543633,0.003846194,0.0004241505,0.0004332291,0.002459065,0.006595087,0.2047815,0.03640445,0.01558751,0.6726505],"study_design_scores_gemma":[0.0001745022,0.00354244,0.1252391,0.007324007,0.0009542986,0.003793623,0.006269265,0.06559632,0.1228004,0.09831093,0.5654979,0.0004971474],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"review","genre_scores_codex":[0.3564082,0.2584119,0.2623897,0.09467123,0.00376348,0.0005572559,0.005626479,0.00145452,0.01671716],"genre_scores_gemma":[0.551837,0.09820316,0.2999091,0.03677455,0.002092082,0.0007441601,0.005727019,0.0003103325,0.004402526],"genre_candidate":"review","genre_consensus":null,"teacher_disagreement_score":0.02807905,"threshold_uncertainty_score":0.148498,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08402805550216572,"score_gpt":0.3732740580134759,"score_spread":0.2892460025113102,"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."}}