{"id":"W4412512001","doi":"10.1149/ma2025-01261455mtgabs","title":"Polyaniline Covered Lithium Mangenues Oxide As High-Performance Active Material Designed for High Capacity and Selectivity Capacitive Deionization Lithium Extraction from Brine","year":2025,"lang":"en","type":"article","venue":"ECS Meeting Abstracts","topic":"Extraction and Separation Processes","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Capacitive deionization; Polyaniline; Brine; Lithium (medication); Selectivity; Extraction (chemistry); Materials science; Oxide; Salt lake; Chemistry; Inorganic chemistry; Electrochemistry; Chromatography; Polymer; Organic chemistry; Electrode; Metallurgy; Composite material; Geology","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":[0.00007048417,0.0003032803,0.0001966088,0.0002923233,0.0001509812,0.0002395843,0.0002714875,0.0003514362,0.0006645461],"category_scores_gemma":[0.0001098171,0.0002047389,0.0002070625,0.0001977974,0.0001517434,0.0003349396,0.0001881884,0.0002861542,0.000280086],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001876759,"about_ca_system_score_gemma":0.0001079372,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003200919,"about_ca_topic_score_gemma":0.000944935,"domain_scores_codex":[0.99993,0.000004706407,0.00000526019,0.00002304196,0.00002265585,0.00001436234],"domain_scores_gemma":[0.9999521,0.00000564328,0.00001632232,0.000003627851,0.000009497753,0.00001274287],"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":[0.00002056728,0.00001356178,0.00007736144,0.0001114231,0.000003478661,0.00006432582,0.00001694512,0.000130017,0.9974626,0.0001143354,0.00006619839,0.001919198],"study_design_scores_gemma":[0.00001402292,0.0001397744,0.00135891,0.000009142555,0.000016305,0.0001628096,0.00001853748,0.002483919,0.9921743,0.00003947963,0.003567775,0.00001494853],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.983083,0.002759945,0.01004328,0.0001560408,0.000115898,0.00005360253,0.0002205983,0.0003133484,0.003254325],"genre_scores_gemma":[0.9909355,0.0007429393,0.00630845,0.00004143293,0.00001955377,0.00004912705,0.0001064694,0.00002869805,0.001767795],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0006645461,"threshold_uncertainty_score":0.002223074,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01048654768758207,"score_gpt":0.2345818969353983,"score_spread":0.2240953492478162,"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."}}