{"id":"W3197428256","doi":"10.1101/2021.04.24.438405","title":"Multiple drug resistance in hookworms infecting greyhound dogs in the USA","year":2021,"lang":"en","type":"preprint","venue":"bioRxiv (Cold Spring Harbor Laboratory)","topic":"Helminth infection and control","field":"Veterinary","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"","keywords":"Ancylostoma caninum; Feces; Veterinary medicine; Anthelmintic; Biology; Drug resistance; Nematode; Eggs per gram; Albendazole; Helminths; Medicine; Microbiology; Zoology; 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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.002193715,0.0006366548,0.000747495,0.0004534857,0.0002055662,0.0005658841,0.0007572501,0.0005243127,0.0001781753],"category_scores_gemma":[0.001342282,0.0005851854,0.000215984,0.001304718,0.0001025598,0.0003075753,0.0004837935,0.002127882,0.0001274665],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005723297,"about_ca_system_score_gemma":0.0005879636,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001962527,"about_ca_topic_score_gemma":0.006904457,"domain_scores_codex":[0.9957044,0.0008409527,0.0009731398,0.001180789,0.0004981224,0.0008026619],"domain_scores_gemma":[0.9969591,0.0004749605,0.0004271547,0.001649587,0.0003380422,0.0001511893],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002559317,0.0007109231,0.8626302,0.0008699432,0.0001391244,0.002328608,0.0006307236,0.0001009923,0.1310487,0.0009061589,0.0003672793,0.00001135253],"study_design_scores_gemma":[0.00152014,0.00003441994,0.9810511,0.001144033,0.00003834164,1.607278e-7,0.00004435297,0.0003131614,0.00439269,0.000005009432,0.01050434,0.0009522528],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9956589,0.0008975448,0.0002464934,0.0004160874,0.00130591,0.001048571,0.0000387827,0.0002086902,0.0001790119],"genre_scores_gemma":[0.9973813,0.0001179116,0.0006000475,0.000667781,0.0003903172,0.0007100539,4.548907e-7,0.0001120703,0.00002005074],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.126656,"threshold_uncertainty_score":0.99966,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02958662453586521,"score_gpt":0.2654953159887959,"score_spread":0.2359086914529307,"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."}}