{"id":"W4309279518","doi":"10.1016/j.memsci.2022.121197","title":"Organic solvent-free polyelectrolyte complex membrane preparation: Effect of monomer mixing ratio and casting solution temperature","year":2022,"lang":"en","type":"article","venue":"Journal of Membrane Science","topic":"Membrane Separation Technologies","field":"Environmental Science","cited_by":23,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Alberta","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Polyelectrolyte; Monomer; Membrane; Mixing (physics); Polymer chemistry; Chemical engineering; Solvent; Casting; Chemistry; Materials science; Organic chemistry; Polymer; Composite material","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.003355682,0.0001986585,0.0003965708,0.0002912922,0.0008641655,0.00009198138,0.001071031,0.00006005645,0.001148314],"category_scores_gemma":[0.0007057225,0.0001692288,0.00008670604,0.001424154,0.0007093645,0.001052184,0.000685874,0.0005011854,0.000006708613],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003076212,"about_ca_system_score_gemma":0.0001480078,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003058189,"about_ca_topic_score_gemma":0.0000205648,"domain_scores_codex":[0.9969342,0.0002187709,0.0006849017,0.0003623648,0.001424326,0.0003753809],"domain_scores_gemma":[0.9983969,0.0001766012,0.0008063898,0.0004240564,0.00007280201,0.0001232229],"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":[0.0001580279,0.00003422357,0.0009464915,0.00002749285,0.0000115107,0.00001025633,0.0004241229,0.008471227,0.9887569,0.00004896812,0.0003738845,0.0007369043],"study_design_scores_gemma":[0.001074792,0.001383209,0.002716921,0.00002232561,0.00004053154,0.0007417741,0.0002363441,0.01272386,0.9803967,0.00008620427,0.0003833457,0.00019392],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9972005,0.0002032708,0.0003145576,0.0008904252,0.0002679287,0.0003022598,0.000005021681,0.00003419932,0.0007818676],"genre_scores_gemma":[0.9980881,0.00004002195,0.001574225,0.00007633581,0.0000522237,0.000008615252,0.00000172796,0.00001239306,0.0001463743],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.008360116,"threshold_uncertainty_score":0.9997648,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01101053780583862,"score_gpt":0.2490928137060257,"score_spread":0.2380822759001871,"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."}}