{"id":"W4307451423","doi":"10.26434/chemrxiv-2022-sgb2d","title":"Photocatalytic treatment of organoselenium in synthetic mine-impacted effluents","year":2022,"lang":"en","type":"preprint","venue":"ChemRxiv","topic":"Selenium in Biological Systems","field":"Nursing","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Selenium; Photocatalysis; Bioaccumulation; Daphnia magna; Environmental chemistry; Selenate; Chemistry; Hazardous waste; Toxicity; Catalysis; Biology; Organic chemistry; Ecology","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":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0002479391,0.0005559102,0.0011501,0.000258711,0.00005090572,0.00002870079,0.0006450517,0.0005410163,0.001036052],"category_scores_gemma":[0.0002403798,0.0004711472,0.0003342115,0.0004545101,0.0001308373,0.00002739566,0.0003547067,0.0004761496,0.0000691032],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001522875,"about_ca_system_score_gemma":0.00007649343,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00136591,"about_ca_topic_score_gemma":0.00003048614,"domain_scores_codex":[0.9969859,0.0002608639,0.0009046414,0.0009185233,0.0003793862,0.0005507332],"domain_scores_gemma":[0.9977919,0.0003340176,0.0005117798,0.001160295,0.00006428452,0.0001377541],"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":[0.001388262,0.004133433,0.166605,0.001779309,0.0004020166,0.00006253754,0.003875186,0.0006928464,0.8185549,0.00001256181,0.0007050821,0.001788835],"study_design_scores_gemma":[0.002316152,0.0007731098,0.04928816,0.0005063579,0.0002440023,0.00002637406,0.0003371841,0.0003871601,0.9414431,0.0002854685,0.003484455,0.0009084969],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.993253,0.00114594,0.000001511787,0.0001620094,0.002020033,0.001797635,0.00003372131,0.0001433339,0.001442822],"genre_scores_gemma":[0.9985885,0.00005400931,0.00007428257,0.00003684629,0.0001580381,0.0004816038,0.0002648491,0.00007702615,0.0002648199],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1228881,"threshold_uncertainty_score":0.9998772,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03585026494955314,"score_gpt":0.2941115308288285,"score_spread":0.2582612658792754,"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."}}