{"id":"W7111112314","doi":"10.1021/acs.iecr.5c00735.s001","title":"Maximizing LithiumAdsorption and Selectivity on Manganese-BasedIon Sieves: Effects of Thermal Treatment, Acid Content, and OperatingConditions","year":2025,"lang":"","type":"article","venue":"Figshare","topic":"Extraction and Separation Processes","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Adsorption; Spinel; Lithium (medication); Reagent; Dissolution; Desorption; Extraction (chemistry); Selectivity; Sieve (category theory)","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002573399,0.0004505666,0.000299859,0.0002872786,0.0002078389,0.0004726041,0.0003538494,0.0002676844,0.0008190449],"category_scores_gemma":[0.0004892449,0.0002707253,0.0003145435,0.0003162415,0.0001736372,0.0005009756,0.0002844868,0.0003901508,0.0003629759],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003313377,"about_ca_system_score_gemma":0.0002013375,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001092675,"about_ca_topic_score_gemma":0.005800109,"domain_scores_codex":[0.9998351,0.00001487106,0.00001565723,0.00004484393,0.00004782182,0.0000417493],"domain_scores_gemma":[0.9998534,0.00003961515,0.00003368657,0.00001153117,0.00004681148,0.00001489603],"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":[0.0001033851,0.00002479392,0.0003876082,0.0001061429,0.00001126736,0.00002510356,0.00003712606,0.0002012039,0.9955009,0.00004614151,0.00006071542,0.003495643],"study_design_scores_gemma":[0.000003721166,0.00008362413,0.001054356,0.000004306582,0.00001078201,0.00002259192,0.00002630421,0.0008949487,0.9972799,0.000009308065,0.0006054622,0.000004681729],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9953791,0.001001903,0.001874263,0.00005394066,0.0000172874,0.00002249027,0.0001486435,0.000086621,0.001415732],"genre_scores_gemma":[0.9926946,0.001216739,0.004401573,0.00004434649,0.00000694869,0.00002690269,0.0001646978,0.00004057685,0.00140348],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001092675,"threshold_uncertainty_score":0.002740026,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03186288196331369,"score_gpt":0.2656638565633189,"score_spread":0.2338009746000052,"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."}}