{"id":"W4385877793","doi":"10.1186/s13071-023-05904-z","title":"Comparative study of a broad qPCR panel and centrifugal flotation for detection of gastrointestinal parasites in fecal samples from dogs and cats in the United States","year":2023,"lang":"en","type":"article","venue":"Parasites & Vectors","topic":"Parasitic Infections and Diagnostics","field":"Immunology and Microbiology","cited_by":28,"is_retracted":false,"has_abstract":true,"ca_institutions":"Optech (Canada)","funders":"","keywords":"Veterinary medicine; Biology; Feces; Parasitology; Trichuris; Giardia; Ancylostoma caninum; Cryptosporidium; Helminths; Parasite hosting; Toxocara canis; Microbiology; Immunology; Medicine; Zoology","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":[],"consensus_categories":[],"category_scores_codex":[0.0002739231,0.0001408247,0.000315506,0.0003441616,0.00009525588,0.00001286189,0.00006508546,0.00006151306,0.000006436242],"category_scores_gemma":[0.000351068,0.0001131981,0.0000263093,0.0005177885,0.0001690223,0.00005460676,0.00002267258,0.0001406465,0.00000392614],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000194675,"about_ca_system_score_gemma":0.00001871291,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01324231,"about_ca_topic_score_gemma":0.006130055,"domain_scores_codex":[0.9988765,0.0003092528,0.000343997,0.0002116309,0.00004114473,0.000217438],"domain_scores_gemma":[0.9962974,0.003372543,0.0001366313,0.0001022342,0.0000767368,0.00001443186],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002638691,0.0003747748,0.9004308,0.00001955135,0.00004780896,0.000003197481,0.01059231,0.0007768656,0.08721821,0.00004004632,0.00002188118,0.0002106973],"study_design_scores_gemma":[0.001803329,0.0008667739,0.9686068,0.00005983091,0.00005849673,0.0000192792,0.0104618,0.0007667912,0.01699818,0.000245298,0.00001754373,0.00009588565],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9986597,0.0002418649,0.0002213516,0.00001742205,0.00006914528,0.000625703,0.0001404265,0.00001950438,0.000004908741],"genre_scores_gemma":[0.9993921,0.00004522761,0.00007046115,0.000009058627,0.000009378155,0.00007595018,0.0003882608,0.000006480679,0.000003087877],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.07022003,"threshold_uncertainty_score":0.9933286,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04904813630434057,"score_gpt":0.3114028939194504,"score_spread":0.2623547576151098,"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."}}