{"id":"W4377819949","doi":"10.2139/ssrn.4449683","title":"Selenate Removal from Aqueous Solution Using a Chemostat Bioreactor","year":2023,"lang":"en","type":"preprint","venue":"SSRN Electronic Journal","topic":"Chromium effects and bioremediation","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of British Columbia; University of British Columbia Hospital","funders":"","keywords":"Chemostat; Bioreactor; Aqueous solution; Selenate; Chemistry; Chemical engineering; Biology; Engineering; Organic chemistry; Bacteria; Selenium","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000264158,0.0003828908,0.0004583002,0.0002010945,0.0002731007,0.0007289196,0.0004710351,0.0005217665,0.0007130658],"category_scores_gemma":[0.0001894517,0.0001809617,0.000338815,0.0002698839,0.0002021824,0.000269702,0.0003893952,0.0004151204,0.0003903567],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000384304,"about_ca_system_score_gemma":0.0006191464,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004859612,"about_ca_topic_score_gemma":0.004340158,"domain_scores_codex":[0.9997779,0.00002264179,0.00002975507,0.00007159365,0.00006165692,0.00003654787],"domain_scores_gemma":[0.999912,0.00002402894,0.00001347626,0.00001199319,0.00002215499,0.00001635281],"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":[0.0001182817,0.00002784293,0.0002026798,0.00001904314,0.000004550564,0.00002499049,0.000009767545,0.0001290015,0.9985307,0.00002166894,0.00002484162,0.0008866018],"study_design_scores_gemma":[0.00001768235,0.0001984071,0.0008650305,0.000002896519,0.00001208081,0.00003431702,0.00001700572,0.001504001,0.9967553,0.00001755228,0.0005712314,0.000004389387],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9960821,0.000349895,0.002148567,0.0001281978,0.00003378414,0.00001780022,0.0002172351,0.00008198251,0.0009402673],"genre_scores_gemma":[0.992493,0.0004115583,0.003776113,0.00003260237,0.00001039466,0.0000108283,0.0002656165,0.00002091183,0.002979004],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004859612,"threshold_uncertainty_score":0.009662688,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02012166120788868,"score_gpt":0.2508202320505867,"score_spread":0.230698570842698,"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."}}