{"id":"W4376271751","doi":"10.21203/rs.3.rs-2810030/v1","title":"Laboratory and in-situ Selenium Bioaccumulation Assessment in the Benthic Macroinvertebrates Hyallela azteca and Chironomus dilutusM. P. Mendes1, B. Cupe-Flores1, & K. Liber   1,2    (1) Toxicology Centre, University of Saskatchewan, Canada (2) School of Environment and Sustainability, University of Saskatchewan, Canada","year":2023,"lang":"en","type":"preprint","venue":"Research Square","topic":"Isotope Analysis in Ecology","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Saskatchewan","funders":"Global Water Futures; University of Saskatchewan","keywords":"Bioaccumulation; Benthic zone; Invertebrate; Chironomus; Environmental chemistry; Environmental science; Toxicology; Biology; Ecology; Chemistry; Chironomidae","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0001979661,0.0003082808,0.0003179222,0.0003605799,0.0005459363,0.0006525061,0.0003155524,0.0003630745,0.001032389],"category_scores_gemma":[0.0002864674,0.0001844848,0.0002396768,0.0002066424,0.0004975302,0.0003930737,0.0003697842,0.0003941482,0.000298774],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009887561,"about_ca_system_score_gemma":0.0004119786,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03130325,"about_ca_topic_score_gemma":0.06032288,"domain_scores_codex":[0.9998281,0.00001917728,0.000009479917,0.00008078696,0.00003938053,0.0000230777],"domain_scores_gemma":[0.999779,0.00003970759,0.00004925862,0.00002635935,0.00005978088,0.00004589088],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.001118388,0.0007494856,0.111061,0.00006613453,0.0001097033,0.0001438817,0.0005489904,0.000570363,0.8699341,0.0000698236,0.0002442146,0.01538395],"study_design_scores_gemma":[0.00007122145,0.001661477,0.8867534,0.000009341846,0.0001200474,0.0002011639,0.0006837548,0.001898627,0.1073943,0.00007535832,0.00111104,0.0000202852],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9990591,0.00008037124,0.0001270458,0.00001430487,0.000003205216,0.000008837435,0.0001156735,0.000004102228,0.0005872652],"genre_scores_gemma":[0.9963922,0.0001497542,0.00077797,0.00003560903,0.0000059238,0.00002870085,0.0004084422,0.000004347879,0.002197098],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03130325,"threshold_uncertainty_score":0.06224209,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01624028974515989,"score_gpt":0.2667263218950267,"score_spread":0.2504860321498668,"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."}}