{"id":"W2079807471","doi":"10.1016/j.seppur.2007.06.002","title":"Reactivity of Fe/M (M=Ce, Mn, Al) oxide-hydroxides for hydrosulfide removal in anoxic and oxic solutions","year":2007,"lang":"en","type":"article","venue":"Separation and Purification Technology","topic":"Advanced oxidation water treatment","field":"Environmental Science","cited_by":6,"is_retracted":false,"has_abstract":false,"ca_institutions":"Université Laval","funders":"Natural Sciences and Engineering Research Council of Canada; Université Laval","keywords":"Anoxic waters; Chemistry; Reactivity (psychology); Oxidizing agent; Redox; Inorganic chemistry; Thiosulfate; Calcination; Nuclear chemistry; Environmental chemistry; Catalysis; Sulfur; Organic chemistry","routes":{"ca_aff":true,"ca_fund":true,"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":[],"consensus_categories":[],"category_scores_codex":[0.000343811,0.0001058515,0.0001400475,0.0002078382,0.0001099835,0.000008186731,0.00007183075,0.0001310212,0.00001869938],"category_scores_gemma":[0.00007785152,0.0001079219,0.00001805296,0.0003698108,0.000276106,0.0002632278,0.00004434508,0.00007278621,0.00001115588],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001090704,"about_ca_system_score_gemma":0.000008504985,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003916188,"about_ca_topic_score_gemma":0.0003811259,"domain_scores_codex":[0.9990563,0.00002300714,0.0003139207,0.0003175395,0.00009270231,0.000196514],"domain_scores_gemma":[0.9994798,0.00007395815,0.0001673183,0.0002211207,0.0000173213,0.00004049982],"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":[0.00005668346,0.0001413625,0.01678404,0.000009087901,0.000007051522,0.000001634244,0.0002235834,0.0001659212,0.9357665,0.008498682,0.0002022779,0.03814318],"study_design_scores_gemma":[0.001243978,0.0001893339,0.105273,0.00001623238,0.00002097766,0.00006392028,0.0003981993,0.003307199,0.8168266,0.04166936,0.03071906,0.0002721099],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9389595,0.0001645143,0.05822882,0.001531917,0.00002204169,0.0004829109,0.00001524024,0.00006439431,0.000530699],"genre_scores_gemma":[0.9827576,0.0001505301,0.01664594,0.0000716049,0.00000407786,0.00006346584,0.00004263032,0.000008072317,0.000256047],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1189399,"threshold_uncertainty_score":0.4400929,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01489409760375871,"score_gpt":0.2823271648724621,"score_spread":0.2674330672687034,"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."}}