{"id":"W7081963125","doi":"10.11159/iccpe25.109","title":"Breakthrough Curve Model Evaluation for the Sorption of Perfluorooctanoic Acid in a Fixed Bed Column","year":2025,"lang":"en","type":"article","venue":"Proceedings of the World Congress on Mechanical, Chemical, and Material Engineering","topic":"Geochemistry and Geologic Mapping","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Durban University of Technology","keywords":"Sorption; Perfluorooctanoic acid; Column (typography); Work (physics); Adsorption","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"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":[0.001378694,0.0008417018,0.0006776322,0.001073549,0.0004178787,0.0006478704,0.0007470872,0.0007493915,0.0008758745],"category_scores_gemma":[0.002971295,0.0002235451,0.00139994,0.0008775828,0.0001707073,0.0004846788,0.0003196595,0.000659394,0.0002233667],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001388493,"about_ca_system_score_gemma":0.001566854,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03228369,"about_ca_topic_score_gemma":0.01917101,"domain_scores_codex":[0.9995735,0.0001261965,0.0000378338,0.00006612021,0.0001376638,0.00005866709],"domain_scores_gemma":[0.9988243,0.0006110483,0.00008374652,0.00005057934,0.0004095682,0.00002074185],"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":[0.0004309271,0.0001921278,0.007159759,0.0004517862,0.0001471141,0.0001943455,0.0001742004,0.935778,0.02687113,0.001235636,0.0005545865,0.02681043],"study_design_scores_gemma":[0.000006291264,0.0001668546,0.00146233,0.000005074188,0.00002875681,0.0000253639,0.00003057134,0.9916952,0.00621665,0.0001314117,0.0002134642,0.00001799938],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8558642,0.0009242988,0.1383244,0.0001579286,0.00004319038,0.0001582585,0.0007787055,0.0008576807,0.002891348],"genre_scores_gemma":[0.9810306,0.0004206171,0.01693019,0.00002001171,0.000005000099,0.0001285547,0.0004376321,0.0000514881,0.0009759823],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03228369,"threshold_uncertainty_score":0.06419158,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01200001371988271,"score_gpt":0.2350118684528438,"score_spread":0.2230118547329611,"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."}}