{"id":"W4410318998","doi":"10.1101/2025.05.08.652957","title":"Alterations to cellular metabolism are linked to multiple natural parasite infections across populations of a freshwater fish","year":2025,"lang":"en","type":"preprint","venue":"bioRxiv (Cold Spring Harbor Laboratory)","topic":"Parasite Biology and Host Interactions","field":"Environmental Science","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Montréal; Université du Québec à Montréal","funders":"Fonds de recherche du Québec – Nature et technologies; Groupe de recherche interuniversitaire en limnologie; Natural Sciences and Engineering Research Council of Canada; Canada Research Chairs","keywords":"Parasite hosting; Fish <Actinopterygii>; Biology; Freshwater fish; Ecology; Zoology; Fishery; World Wide Web; Computer 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000187892,0.0001534715,0.0002404344,0.0005443533,0.0002825581,0.0003068466,0.0001642223,0.0002249041,0.001202693],"category_scores_gemma":[0.0003461023,0.0001803295,0.0001431358,0.0003085257,0.0004805784,0.0002070716,0.0005189795,0.0002498352,0.0001302886],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003295022,"about_ca_system_score_gemma":0.0001586258,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003291148,"about_ca_topic_score_gemma":0.006010403,"domain_scores_codex":[0.9998446,0.00002183716,0.00001159209,0.00006715423,0.00002681821,0.00002806486],"domain_scores_gemma":[0.9996793,0.00003209483,0.0001578513,0.00002893753,0.00003981173,0.00006197596],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0005717739,0.00008157419,0.5982405,0.00005231523,0.0001406091,0.0001047019,0.00048154,0.0002023195,0.3968849,0.00004772901,0.00007944815,0.003112696],"study_design_scores_gemma":[0.000001169157,0.0000667147,0.9981919,9.669934e-7,0.000006236069,0.00003889898,0.00008851014,0.0000553941,0.001509773,0.000009105309,0.00002951184,0.000001818068],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9997721,0.00002091074,0.00006120238,0.000004871038,5.451036e-7,0.000001561469,0.00006918722,0.000001724113,0.00006775565],"genre_scores_gemma":[0.9996068,0.0000140325,0.00009976714,0.000006591058,7.776077e-7,0.000005830234,0.0001154495,0.000001643743,0.0001490268],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003291148,"threshold_uncertainty_score":0.006543994,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01805770890312953,"score_gpt":0.2927106682777948,"score_spread":0.2746529593746653,"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."}}