{"id":"W4360998476","doi":"10.2139/ssrn.4401584","title":"Separation of Rare Earth Elements Using Chelation-Assisted Electrodialysis","year":2023,"lang":"en","type":"article","venue":"SSRN Electronic Journal","topic":"Membrane-based Ion Separation Techniques","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"Natural Resources Canada","funders":"","keywords":"Rare earth; Chelation; Electrodialysis; Chemistry; Membrane; Inorganic chemistry; Mineralogy","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":[0.0002379293,0.0003211982,0.000292663,0.0001916898,0.0002642252,0.0004857349,0.0004456651,0.0004293179,0.0007305775],"category_scores_gemma":[0.0002362027,0.0001250849,0.0002317107,0.0001289282,0.0002068719,0.0004521499,0.000480698,0.0006691645,0.0008500403],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003166965,"about_ca_system_score_gemma":0.0003252333,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006607028,"about_ca_topic_score_gemma":0.0008783303,"domain_scores_codex":[0.9998263,0.00002146308,0.00001108872,0.00005681092,0.00005127126,0.00003317201],"domain_scores_gemma":[0.999928,0.0000190967,0.00001390751,0.000007985355,0.00002341346,0.000007597707],"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":[0.00003050925,0.000006894779,0.00003134779,0.00003478874,0.000003543206,0.00001690332,0.00001468412,0.00002876002,0.99698,0.0001300111,0.0000681625,0.00265428],"study_design_scores_gemma":[0.000003674449,0.00002866516,0.0001094384,0.000002202437,0.000003244042,0.00005247435,0.0000108233,0.0005095252,0.9976848,0.000034181,0.001557861,0.000003040725],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8506424,0.006396709,0.1336499,0.0008596833,0.0002892156,0.0001698063,0.0005198999,0.0006725452,0.006799829],"genre_scores_gemma":[0.9426468,0.003259154,0.04488153,0.0002971717,0.00004817544,0.00007545194,0.0003165411,0.00007302891,0.008402167],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0007305775,"threshold_uncertainty_score":0.002444029,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0178112924655654,"score_gpt":0.2872381954623278,"score_spread":0.2694269029967624,"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."}}