{"id":"W2142075574","doi":"10.1002/app.31735","title":"Performance of a newly developed hydrophilic additive blended with different ultrafiltration base polymers","year":2010,"lang":"en","type":"article","venue":"Journal of Applied Polymer Science","topic":"Membrane Separation Technologies","field":"Environmental Science","cited_by":25,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Ottawa","funders":"","keywords":"Polyetherimide; Polysulfone; Contact angle; Materials science; Membrane; Polymer; Ultrafiltration (renal); Permeation; Polyvinylidene fluoride; Chemical engineering; Scanning electron microscope; Polymer chemistry; Cellulose acetate; Composite material; Chemistry; Chromatography","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":[],"consensus_categories":[],"category_scores_codex":[0.0004129763,0.0001746218,0.0002411233,0.0002231619,0.000186531,0.0000376686,0.0007873895,0.00006403216,0.0008098937],"category_scores_gemma":[0.000025351,0.0001188216,0.00004112049,0.0009343604,0.001602532,0.0006454585,0.00009269718,0.0003447248,0.00002179799],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006696209,"about_ca_system_score_gemma":0.0002170391,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001581589,"about_ca_topic_score_gemma":0.00003456879,"domain_scores_codex":[0.9979582,0.00001167534,0.0004636277,0.0002630583,0.0009947852,0.000308662],"domain_scores_gemma":[0.9988025,0.0000550379,0.0006270017,0.0003078216,0.00004922733,0.0001584306],"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":[0.0001566135,0.00007015005,0.001955683,0.000004078655,0.000007569836,0.0000025278,0.0004278491,0.0001203872,0.9750102,0.0003607822,0.00003197045,0.02185224],"study_design_scores_gemma":[0.0004643975,0.0003023474,0.02238711,0.00001330222,0.00001592284,0.00006886596,0.0002230911,0.0008182668,0.9754496,0.00004447017,0.00005992877,0.0001526909],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9874731,0.00001172395,0.0001169242,0.0002107112,0.0001400015,0.0001403921,0.000003068691,0.00002222023,0.01188186],"genre_scores_gemma":[0.9976016,0.0000196382,0.002152067,0.00008457815,0.00002760687,0.000006947299,7.620554e-7,0.000009027668,0.00009778071],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02169954,"threshold_uncertainty_score":0.8867767,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007117798438535609,"score_gpt":0.2124327970211811,"score_spread":0.2053149985826455,"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."}}