{"id":"W4412684423","doi":"10.1101/2025.07.23.666426","title":"Parasitism by, species composition, morphometry, and parasitoidism of <i>Protocalliphora</i> bird blowflies (Diptera: Calliphoridae) in Quebec’s farmlands: a 16-year dataset","year":2025,"lang":"en","type":"preprint","venue":"bioRxiv (Cold Spring Harbor Laboratory)","topic":"Forest Insect Ecology and Management","field":"Environmental Science","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Center for Northern Studies; Bishop's University; Université du Québec à Montréal; Université de Sherbrooke","funders":"","keywords":"Biology; Calliphoridae; Parasitism; Zoology; Ecology; Larva","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":[0.000311355,0.0004126189,0.0003052476,0.001570348,0.001041803,0.0007246496,0.0007687309,0.0004206398,0.002982922],"category_scores_gemma":[0.0007635116,0.0002195151,0.0004773015,0.00233613,0.0003468981,0.0002821177,0.000469598,0.0003535717,0.0005620838],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.007121921,"about_ca_system_score_gemma":0.003586001,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9761699,"about_ca_topic_score_gemma":0.9901686,"domain_scores_codex":[0.9997359,0.00001730236,0.00001798218,0.00008408308,0.0000495657,0.00009509487],"domain_scores_gemma":[0.9985185,0.00008217145,0.0003388213,0.0001047674,0.0006653079,0.0002904708],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00004208583,0.00001524047,0.9930117,0.00003062031,0.00006924573,0.00004440052,0.0001725412,0.000226343,0.0005655214,0.00003071976,0.002942771,0.002848867],"study_design_scores_gemma":[0.00000249018,0.000006216245,0.9984875,0.00001296726,0.00001152098,0.00002181328,0.0001988501,0.0003257684,0.00004315691,0.000003954698,0.0008818622,0.000003873114],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"dataset","genre_scores_codex":[0.9350659,0.00041092,0.0002144085,0.0001055947,0.000007188441,0.00003980007,0.06308524,0.00003403595,0.001037028],"genre_scores_gemma":[0.9622581,0.0002394917,0.0005014992,0.00006374819,0.000005932346,0.00006194074,0.0353714,0.00001191852,0.001485993],"genre_candidate":"dataset","genre_consensus":null,"teacher_disagreement_score":0.02383006,"threshold_uncertainty_score":0.05167341,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006713425816888617,"score_gpt":0.2091217952475863,"score_spread":0.2024083694306977,"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."}}