{"id":"W2016261703","doi":"10.1002/app.34802","title":"Investigation on the effects of fabrication parameters on the structure and properties of surface‐modified membranes using response surface methodology","year":2011,"lang":"en","type":"article","venue":"Journal of Applied Polymer Science","topic":"Membrane Separation Technologies","field":"Environmental Science","cited_by":26,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Ottawa","funders":"","keywords":"Membrane; Materials science; Permeation; Contact angle; Porosity; Polyetherimide; Wetting; Fabrication; Response surface methodology; Analytical Chemistry (journal); Composite material; Chemical engineering; Polymer chemistry; Chromatography; Polymer; Chemistry","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":[0.001082732,0.000620409,0.0004895371,0.0001998204,0.0001738593,0.0003635764,0.0002699165,0.0005084855,0.0004984385],"category_scores_gemma":[0.002514146,0.0003857123,0.0005269995,0.0002787981,0.0002771457,0.000568883,0.000189048,0.0005143235,0.0002459365],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002482985,"about_ca_system_score_gemma":0.0001749662,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000306458,"about_ca_topic_score_gemma":0.000339974,"domain_scores_codex":[0.9992205,0.0002488643,0.00008544812,0.0001074226,0.0002462954,0.00009142762],"domain_scores_gemma":[0.9983469,0.0009157558,0.0003654831,0.0001481421,0.0001937116,0.00002993721],"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":[0.0000552579,0.00001686208,0.0001836004,0.00004947135,0.000008429195,0.00003126428,0.00002186851,0.0003365062,0.9983021,0.00001699316,0.000008307746,0.0009693705],"study_design_scores_gemma":[0.000002881186,0.0001366758,0.0009145903,0.000001607272,0.0000102095,0.00002488726,0.000007465786,0.0007921938,0.9979801,0.000006206756,0.0001198629,0.000003410473],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9933635,0.0005679704,0.005550335,0.00005098184,0.00001512881,0.00003682261,0.00009552225,0.0000572931,0.0002623601],"genre_scores_gemma":[0.9928759,0.0005358418,0.006078744,0.00002581076,0.000007222549,0.00005433054,0.0001307106,0.00003152496,0.0002599176],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001082732,"threshold_uncertainty_score":0.005726099,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.107256857808218,"score_gpt":0.2643764015837729,"score_spread":0.1571195437755549,"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."}}