{"id":"W4312737184","doi":"10.2139/ssrn.4279907","title":"Continuous Fixed-Bed Column Studies to Remove Polycyclic Aromatic Hydrocarbons by Degrading Enzymes Immobilized on Polyimide Aerogels","year":2022,"lang":"en","type":"article","venue":"SSRN Electronic Journal","topic":"Membrane Separation and Gas Transport","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"York University","funders":"","keywords":"Polyimide; Column (typography); Chemistry; Chromatography; Materials science; Environmental chemistry; Organic chemistry; Computer science; Layer (electronics)","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0009933981,0.0003173462,0.0005028973,0.0002505255,0.0004770316,0.00006614052,0.0003407396,0.00005393704,0.00004136454],"category_scores_gemma":[0.00005651446,0.0003279011,0.0001922274,0.0004082645,0.00003087652,0.0001098148,0.00002394341,0.001612939,0.00004048274],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001312932,"about_ca_system_score_gemma":0.0002961822,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003374885,"about_ca_topic_score_gemma":0.0003378845,"domain_scores_codex":[0.9966512,0.0001327488,0.000578949,0.0002769098,0.0004907286,0.001869477],"domain_scores_gemma":[0.9992992,0.0001312198,0.0001111668,0.0002556371,0.00000831335,0.000194496],"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":[0.00190068,0.001348794,0.003102402,0.0001650177,0.009998039,0.0003629639,0.01668333,0.04016353,0.7884678,0.0288322,0.06641974,0.04255547],"study_design_scores_gemma":[0.0332429,0.01656318,0.001255395,0.0009483499,0.002209335,0.01038664,0.09213563,0.01937252,0.4450711,0.1352902,0.2331348,0.01038993],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9832227,0.01289937,0.0006930402,0.0007297305,0.0005918831,0.0004146169,0.000009731169,0.0002715299,0.001167358],"genre_scores_gemma":[0.9952019,0.001325707,0.00006060028,0.0005001012,0.0001053078,0.00009051141,0.0000157157,0.00007737561,0.002622798],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3433968,"threshold_uncertainty_score":0.9999173,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009625072217340625,"score_gpt":0.2412440543388104,"score_spread":0.2316189821214698,"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."}}