{"id":"W1984551935","doi":"10.1007/s00436-009-1423-z","title":"A new approach to visualize ecosystem health by using parasites","year":2009,"lang":"en","type":"article","venue":"Parasitology Research","topic":"Parasite Biology and Host Interactions","field":"Environmental Science","cited_by":61,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of British Columbia","funders":"Deutscher Akademischer Austauschdienst; Federalno Ministarstvo Obrazovanja i Nauke; Fisheries Society of the British Isles","keywords":"Mariculture; Biology; Mugil; Epinephelus; Bay; Bioindicator; Fishery; Marine ecosystem; Ecology; Myxozoa; Fauna; Benthos; Ecosystem; Aquaculture; Grouper; Benthic zone; Fish <Actinopterygii>; Geography","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":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.001140628,0.0001706089,0.0003160018,0.0001582955,0.0006041366,0.00004287861,0.0004978289,0.0001813482,0.001125216],"category_scores_gemma":[0.0001187896,0.0001588005,0.00005940694,0.0006763574,0.0001226475,0.0001443634,0.0001226128,0.000479441,0.005764444],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003829881,"about_ca_system_score_gemma":0.00009370936,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00146613,"about_ca_topic_score_gemma":0.0002096976,"domain_scores_codex":[0.9969464,0.0007913005,0.0003020292,0.0006551095,0.0003445384,0.0009606533],"domain_scores_gemma":[0.9987636,0.0002157629,0.00006477115,0.0003970382,0.00002102863,0.000537844],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002306909,0.0006111388,0.4857521,0.000009593485,0.00004372231,0.00001325456,0.001190735,0.0005402323,0.04569047,0.001131973,0.4387953,0.02599075],"study_design_scores_gemma":[0.00106109,0.001665856,0.5667861,0.00005088509,0.00002005307,0.000769458,0.0005282504,0.004465595,0.005831735,0.00154548,0.4164255,0.0008500707],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9252096,0.0002715638,0.01231403,0.004660923,0.00018764,0.0007665575,0.00002327657,0.00008890979,0.05647752],"genre_scores_gemma":[0.9871828,0.00002516738,0.006327105,0.001176528,0.0001136193,0.00002946348,0.00002755577,0.00001355976,0.005104213],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.08103394,"threshold_uncertainty_score":0.9997879,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1084134323281643,"score_gpt":0.5199734619179776,"score_spread":0.4115600295898132,"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."}}