{"id":"W4290792245","doi":"10.1016/j.vetpar.2022.109777","title":"An improved model for the population dynamics of cattle gastrointestinal nematodes on pasture: parameterisation and field validation for Ostertagia ostertagi and Cooperia oncophora in northern temperate zones","year":2022,"lang":"en","type":"article","venue":"Veterinary Parasitology","topic":"Helminth infection and control","field":"Veterinary","cited_by":13,"is_retracted":false,"has_abstract":false,"ca_institutions":"Agriculture and Agri-Food Canada; University of Calgary","funders":"Biotechnology and Biological Sciences Research Council; Beef Cattle Research Council; UK Research and Innovation","keywords":"Ostertagia ostertagi; Biology; Pasture; Grazing; Temperate climate; Population; Feces; Ecology; Beef cattle; Livestock; Larva; Animal science","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0002803605,0.0001609778,0.0002549762,0.0001040286,0.0002410936,0.00003151345,0.00009616575,0.00006320679,0.00001083209],"category_scores_gemma":[0.00008129595,0.0001400961,0.0000423204,0.00006942333,0.00004413749,0.0001187196,0.0000469944,0.0001219337,3.712718e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005583546,"about_ca_system_score_gemma":0.00002499988,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004391716,"about_ca_topic_score_gemma":0.0006755507,"domain_scores_codex":[0.99888,0.0002017948,0.0003574981,0.0003071484,0.00006537752,0.0001882375],"domain_scores_gemma":[0.9990437,0.0004733336,0.0001808474,0.000206671,0.00005829228,0.00003714662],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.02937701,0.0006642904,0.7368502,0.0004355182,0.0000984524,0.00002156869,0.003467428,0.02707113,0.1638058,0.001325135,0.00004012329,0.03684334],"study_design_scores_gemma":[0.001483111,0.0124036,0.1508483,0.00001893539,0.00003108527,0.0006036602,0.0006927678,0.8332953,0.0001450794,0.0003008125,0.00001389606,0.0001633536],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9780787,0.00001944224,0.01995533,0.0006293815,0.0001864646,0.001007852,0.000093589,0.00002440331,0.00000485252],"genre_scores_gemma":[0.9975609,0.000003451089,0.001246965,0.0001595926,0.00003194219,0.0007844393,0.0001774686,0.00002290758,0.00001229655],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8062242,"threshold_uncertainty_score":0.5712953,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04352846169582292,"score_gpt":0.3511691238304482,"score_spread":0.3076406621346253,"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."}}