{"id":"W4230159869","doi":"10.26434/chemrxiv.13340579.v1","title":"Practically Achievable Process Performance Limits for Pressure-Vacuum Swing Adsorption Based Post-Combustion CO2 Capture","year":2020,"lang":"en","type":"preprint","venue":"ChemRxiv","topic":"Carbon Dioxide Capture Technologies","field":"Engineering","cited_by":12,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"Natural Sciences and Engineering Research Council of Canada; University of Alberta; Compute Canada","keywords":"Flue gas; Adsorption; Pressure swing adsorption; Vacuum swing adsorption; Process engineering; Combustion; Work (physics); Process (computing); Fraction (chemistry); Chemistry; Computer science; Materials science; Chromatography; Thermodynamics; Engineering; Physics; Organic chemistry","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.000244335,0.0006119492,0.0006148237,0.0001865982,0.00004367917,0.0001520573,0.0006452964,0.001151593,0.00002416325],"category_scores_gemma":[0.0009394938,0.0006537485,0.0002364868,0.0002552033,0.00006657126,0.000279494,0.0001668721,0.001683446,0.00002140841],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001872453,"about_ca_system_score_gemma":0.0001855883,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000008312179,"about_ca_topic_score_gemma":0.000004648915,"domain_scores_codex":[0.9978984,0.00001851703,0.0004669919,0.0007376939,0.0003573416,0.000521081],"domain_scores_gemma":[0.9983357,0.0001929926,0.0002167762,0.0007435788,0.0003856858,0.0001252609],"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":[0.0003631322,0.000103701,0.0004072708,0.0172207,0.000418456,0.00001162632,0.0004651571,0.6528053,0.3220019,0.0001968762,0.004811155,0.00119473],"study_design_scores_gemma":[0.0007008031,0.00009171812,0.0006413236,0.0006819209,0.0004406009,0.000007683229,0.000148287,0.5442057,0.4485119,0.0004536233,0.003151922,0.0009645056],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9469143,0.00326377,0.03263471,0.004558665,0.001623794,0.002931202,0.00007882109,0.006866409,0.001128355],"genre_scores_gemma":[0.9930806,0.0001329084,0.004868123,0.0001956176,0.0003019944,0.0007954653,0.0003597012,0.0001769323,0.00008867847],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1265099,"threshold_uncertainty_score":0.9995914,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02028574926373708,"score_gpt":0.2427890628486389,"score_spread":0.2225033135849019,"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."}}