{"id":"W2010297253","doi":"10.1016/j.proeng.2012.08.605","title":"Model Development to Access the Ageing of Polymeric Membranes Due to Chemical Cleaning","year":2012,"lang":"en","type":"article","venue":"Procedia Engineering","topic":"Polymer Science and PVC","field":"Materials Science","cited_by":5,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of British Columbia","funders":"","keywords":"Membrane; Ageing; Materials science; Polymeric membrane; Chemical engineering; Nanotechnology; Composite material; Engineering; Chemistry; Polymer; Medicine","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005830253,0.000740518,0.0007637896,0.0005140947,0.000318563,0.0006624414,0.001672655,0.001582188,0.003437622],"category_scores_gemma":[0.001184644,0.0003301266,0.001026921,0.0003132567,0.0003557978,0.000834105,0.0005119045,0.000938285,0.0006367274],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009920993,"about_ca_system_score_gemma":0.001147152,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008154644,"about_ca_topic_score_gemma":0.004232373,"domain_scores_codex":[0.9998709,0.00002755283,0.000007614028,0.00002930922,0.00003788788,0.00002663489],"domain_scores_gemma":[0.9995295,0.0002360716,0.0000601174,0.00003819487,0.0001145096,0.00002157342],"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":[0.00008729319,0.0001456962,0.0008313838,0.0003636831,0.0000488319,0.0001514038,0.00008750508,0.9437423,0.02332724,0.02391979,0.0008646207,0.006430281],"study_design_scores_gemma":[0.00001116885,0.00002803514,0.0001314093,0.000007517888,0.000009579618,0.0000160185,0.000008517623,0.9939892,0.002596135,0.00213365,0.001061651,0.000007141619],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.2520752,0.002032048,0.6887261,0.0009929488,0.0002071012,0.0006338772,0.003596606,0.001362865,0.05037326],"genre_scores_gemma":[0.927721,0.001892113,0.0494338,0.0001350792,0.00005525965,0.001017464,0.001279585,0.0002298742,0.01823574],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.008154644,"threshold_uncertainty_score":0.01621431,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02610573604622657,"score_gpt":0.2543227693174674,"score_spread":0.2282170332712408,"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."}}