{"id":"W2053835610","doi":"10.1016/j.jiec.2012.05.021","title":"Study on synthesis and physical properties of charged surface modifying macromolecules with different end-capping materials for membrane applications","year":2012,"lang":"en","type":"article","venue":"Journal of Industrial and Engineering Chemistry","topic":"Membrane Separation Technologies","field":"Environmental Science","cited_by":18,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Ottawa","funders":"University of Ottawa","keywords":"Polyol; Macromolecule; Chemistry; Fourier transform infrared spectroscopy; Membrane; Hydrogen bond; Polymer chemistry; Sulfonate; Ethylene glycol; Diethylene glycol; Chemical engineering; Organic chemistry; Polyurethane; Molecule; Sodium","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":[],"consensus_categories":[],"category_scores_codex":[0.0001827222,0.0001016936,0.0002200531,0.00001408008,0.00003664388,0.00001667211,0.00007393744,0.00005200802,0.00001164119],"category_scores_gemma":[0.00008191832,0.00006802659,0.00001860764,0.0000387701,0.00004521691,0.00007982479,0.00003379495,0.0001003665,2.151827e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003101326,"about_ca_system_score_gemma":0.000004857076,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000002749269,"about_ca_topic_score_gemma":5.262324e-8,"domain_scores_codex":[0.9994511,0.000007768069,0.000188117,0.00007860323,0.0001604659,0.0001139729],"domain_scores_gemma":[0.9996727,0.0000590124,0.0001358752,0.00007119857,0.00001136015,0.00004991245],"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":[0.00005984622,0.000127245,0.0008453506,0.00006197925,0.00003524417,3.620663e-7,0.0002211549,0.001013767,0.9972493,0.00000356462,0.000003197907,0.0003789763],"study_design_scores_gemma":[0.0003920369,0.00007068639,0.000386719,0.00008865185,0.00003456324,0.00001490878,0.0005099159,0.0001030456,0.9982978,0.000001808257,0.00002183893,0.00007798659],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9995356,0.00003529919,0.0001376315,0.00004120839,0.00002005875,0.0001878447,0.000005817812,0.0000121018,0.00002449964],"genre_scores_gemma":[0.9997224,0.00001014129,0.0001287737,0.000001065504,0.0000989589,0.00002370653,3.255107e-7,0.000008155433,0.000006450724],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001048527,"threshold_uncertainty_score":0.2774044,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03659289065591307,"score_gpt":0.2275041164174122,"score_spread":0.1909112257614992,"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."}}