{"id":"W4414841131","doi":"10.1002/jctb.70077","title":"Process and model of a chemically buffered supported liquid membrane system for cobalt extraction","year":2025,"lang":"en","type":"article","venue":"Journal of Chemical Technology & Biotechnology","topic":"Extraction and Separation Processes","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"National Research Council Canada; Transport Canada","funders":"Office of Energy Research and Development; Natural Resources Canada; National Research Council Canada","keywords":"Cobalt; Volumetric flow rate; Extraction (chemistry); Mass transfer; Membrane; Mass transfer coefficient; Hollow fiber membrane; Sodium acetate; Process (computing)","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"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":[0.000146577,0.0003930659,0.0005189708,0.0002705552,0.0008199184,0.0006812071,0.0007135692,0.001287876,0.002492495],"category_scores_gemma":[0.0002519176,0.0002505677,0.0006145123,0.0002110579,0.000489074,0.0003780716,0.0003868013,0.0003600442,0.0002897534],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001242255,"about_ca_system_score_gemma":0.00141395,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01806754,"about_ca_topic_score_gemma":0.005803773,"domain_scores_codex":[0.9999194,0.00001296622,0.000004354819,0.0000191985,0.00002539665,0.00001862249],"domain_scores_gemma":[0.9999043,0.0000382065,0.00001527037,0.000007569827,0.00002418118,0.0000105364],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00008622154,0.00005017698,0.001162047,0.00005844616,0.00001301154,0.0002434198,0.00005588898,0.9697692,0.0255769,0.001403958,0.0001418852,0.001438879],"study_design_scores_gemma":[0.00001730528,0.00003042558,0.0002073488,0.000003076701,0.000003261293,0.00001039603,0.00001223691,0.9956282,0.0037682,0.0001163745,0.0001985456,0.000004608275],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9162766,0.0002184066,0.06673871,0.0003350101,0.0000507455,0.0002074087,0.0009685134,0.0004514102,0.01475314],"genre_scores_gemma":[0.9910573,0.000070715,0.005028287,0.00002028223,0.00000320645,0.0001376212,0.0001389439,0.00001325141,0.003530523],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01806754,"threshold_uncertainty_score":0.03592473,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007857792043660978,"score_gpt":0.2675949835962356,"score_spread":0.2597371915525746,"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."}}