{"id":"W7117406254","doi":"10.64898/2025.12.27.696690","title":"Worms About Town: a citizen science outreach project discovers microsporidian parasites of nematodes through environmental sampling","year":2025,"lang":"","type":"article","venue":"bioRxiv (Cold Spring Harbor Laboratory)","topic":"Parasitic Infections and Diagnostics","field":"Immunology and Microbiology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Microsporidia; Nematode; Clade; Citizen science; Host (biology); Microsporidiosis; Outreach; Genus","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.00273221,0.0004998585,0.0002709145,0.0007428313,0.006737321,0.001569287,0.001033388,0.001184144,0.008630137],"category_scores_gemma":[0.00219249,0.000409023,0.000426164,0.0006927658,0.002022871,0.001043435,0.00356079,0.001038966,0.001087239],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.009360961,"about_ca_system_score_gemma":0.02308924,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.3748471,"about_ca_topic_score_gemma":0.7303603,"domain_scores_codex":[0.9984668,0.000498149,0.00002827424,0.0002217605,0.0002568671,0.0005281308],"domain_scores_gemma":[0.9962243,0.0006431042,0.0001815451,0.0002508236,0.0006203271,0.002079885],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"observational","study_design_scores_codex":[0.001560683,0.002678959,0.2193062,0.001568503,0.0001049571,0.007908551,0.3370737,0.001347241,0.0679227,0.005852485,0.1052904,0.2493857],"study_design_scores_gemma":[0.0004142433,0.002789215,0.2508734,0.000392181,0.0001256908,0.0007225957,0.2371565,0.002101132,0.007055251,0.002374287,0.495809,0.0001864506],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9385508,0.0002723105,0.007417912,0.006977178,0.0001546707,0.004872758,0.005858141,0.0004416837,0.0354546],"genre_scores_gemma":[0.8988796,0.0007611,0.03896914,0.002650056,0.00007754281,0.005702553,0.003652862,0.0001713335,0.0491357],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3748471,"threshold_uncertainty_score":0.7453304,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01191879787830785,"score_gpt":0.2603989305979673,"score_spread":0.2484801327196594,"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."}}