{"id":"W3167239440","doi":"10.46488/nept.2021.v20i02.034","title":"Synchrotron Based TXRF for Assessment of Treated Wastewater","year":2021,"lang":"en","type":"article","venue":"Nature Environment and Pollution Technology","topic":"Water Quality Monitoring and Analysis","field":"Environmental Science","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Synchrotron; Wastewater; Environmental science; Environmental chemistry; Chemistry; Environmental engineering; Physics; Optics","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001376748,0.0001150301,0.0001816307,0.00007637859,0.0000865206,0.000006956373,0.00008486093,0.0003309209,0.0003208119],"category_scores_gemma":[0.00001437328,0.00009937827,0.00006630924,0.0001591152,0.0001886572,0.00004044365,0.00008393241,0.0001828096,0.00000829189],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001034275,"about_ca_system_score_gemma":0.000006262375,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001469256,"about_ca_topic_score_gemma":0.0000018826,"domain_scores_codex":[0.9991502,0.00004029565,0.0001791264,0.0002936696,0.000154746,0.0001819851],"domain_scores_gemma":[0.9996318,0.00001687086,0.00007520851,0.0002358825,0.000004295559,0.00003593028],"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":[0.00001559418,0.0001815207,0.07790121,0.00002728224,0.0000536856,0.000004494386,0.00002387586,0.0008999824,0.9134705,0.000830793,0.0004946794,0.006096371],"study_design_scores_gemma":[0.0007482313,0.0001594854,0.04996519,0.00001689007,0.00009611694,0.000004126248,0.00007637445,0.00147375,0.9216537,0.0008324005,0.02478744,0.0001862727],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9923218,0.0002725715,0.00199287,0.00495675,0.00006321552,0.0001411437,0.00003192046,0.0000464348,0.0001732544],"genre_scores_gemma":[0.9923078,0.00004387852,0.006787124,0.00005312753,0.00002187614,0.00002848379,0.00003765923,0.000008305451,0.0007116997],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02793602,"threshold_uncertainty_score":0.4052528,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008065348452349875,"score_gpt":0.256179107832765,"score_spread":0.2481137593804151,"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."}}