{"id":"W4213212735","doi":"10.1111/1365-2656.13678","title":"Parasite dynamics in North American monarchs predicted by host density and seasonal migratory culling","year":2022,"lang":"en","type":"article","venue":"Journal of Animal Ecology","topic":"Animal Behavior and Reproduction","field":"Agricultural and Biological Sciences","cited_by":34,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"National Institute of General Medical Sciences; Directorate for Biological Sciences","keywords":"Overwintering; Danaus; Culling; Biology; Abundance (ecology); Ecology; Population; Host (biology); Population density; Habitat; Geography; Zoology; Demography; Larva","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003311814,0.0002132274,0.0001419739,0.000714479,0.00041144,0.0004724248,0.0002181162,0.0002516199,0.001011469],"category_scores_gemma":[0.0006881056,0.0002341836,0.0003138252,0.0005011953,0.0002119791,0.0003028411,0.0003130617,0.0002322743,0.0001546719],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009524935,"about_ca_system_score_gemma":0.0005189548,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.2142445,"about_ca_topic_score_gemma":0.417237,"domain_scores_codex":[0.9998747,0.00001751999,0.00001094256,0.00004074099,0.00001542907,0.00004070604],"domain_scores_gemma":[0.9995322,0.00005475741,0.0001997519,0.00003198098,0.00006556397,0.0001158552],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0000155601,0.000004414239,0.9992774,0.000001866281,0.00001089376,0.000008385953,0.00006863695,0.00006611058,0.0001678679,0.00000783483,0.00005048742,0.0003205849],"study_design_scores_gemma":[4.215341e-7,0.00000345518,0.9996396,0.000001460464,0.000003083061,0.000008487855,0.0000977793,0.0001896223,0.0000102295,0.000003216773,0.0000418466,7.448829e-7],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9994757,0.00005054846,0.0000205611,0.000018296,9.017176e-7,0.000001268156,0.0003233144,0.000002097888,0.0001072931],"genre_scores_gemma":[0.9993661,0.00003564175,0.00004548183,0.000009289844,0.000001824902,0.000002312824,0.0004462811,9.462609e-7,0.0000920436],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2142445,"threshold_uncertainty_score":0.4259949,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009186171243799985,"score_gpt":0.2196761961413358,"score_spread":0.2104900248975358,"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."}}