{"id":"W1998675481","doi":"10.1002/app.34809","title":"Novel surface modifying macromolecules (SMMs) blended polysulfone gas separation membranes by phase inversion technique","year":2011,"lang":"en","type":"article","venue":"Journal of Applied Polymer Science","topic":"Membrane Separation Technologies","field":"Environmental Science","cited_by":19,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ministry of the Environment, Conservation and Parks; University of Ottawa","funders":"","keywords":"Polysulfone; Membrane; Phase inversion; Materials science; Macromolecule; Chemical engineering; Polymer; Polymer chemistry; Solvent; Gas separation; Casting; Chemistry; Composite material; Organic 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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001020597,0.0002328048,0.0002796963,0.0002159442,0.0003460848,0.00007949291,0.001156169,0.0001230759,0.0004622639],"category_scores_gemma":[0.00002495915,0.0001994372,0.00007449326,0.001138846,0.001064328,0.00103911,0.0002835854,0.0003001371,0.00008730614],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000182274,"about_ca_system_score_gemma":0.0001116586,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001107674,"about_ca_topic_score_gemma":0.000005132967,"domain_scores_codex":[0.9975243,0.00002279232,0.0005833835,0.0004062793,0.00102414,0.0004391315],"domain_scores_gemma":[0.9986817,0.00003323102,0.0006499984,0.0003855929,0.00004411564,0.0002053855],"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":[0.0001239784,0.0002213965,0.00004598707,0.000006598337,0.00000694024,0.000006543345,0.0005897934,0.0001155743,0.9946728,0.0005526101,0.0004714485,0.003186267],"study_design_scores_gemma":[0.0007712487,0.0001827084,0.00003608619,0.0000147216,0.00001942706,0.0001009831,0.0003888423,0.001292157,0.9961399,0.0006303265,0.0001946856,0.0002288477],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9566206,0.0001938497,0.02855538,0.000235126,0.0001510834,0.0003078954,0.000007250002,0.00009200846,0.01383679],"genre_scores_gemma":[0.9841949,0.00006438201,0.01540912,0.0001776197,0.00001616328,0.000007733069,0.000001398735,0.00001513796,0.0001135543],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02757427,"threshold_uncertainty_score":0.8132814,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0222421346512164,"score_gpt":0.2689277735538969,"score_spread":0.2466856389026805,"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."}}