{"id":"W2015018686","doi":"10.1021/ma802456m","title":"Membranes from Poly(aryl ether)-Based Ionomers Containing Randomly Distributed Nanoclusters of 6 or 12 Sulfonic Acid Groups","year":2009,"lang":"en","type":"article","venue":"Macromolecules","topic":"Fuel Cells and Related Materials","field":"Engineering","cited_by":116,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"","keywords":"Nafion; Sulfonic acid; Ionomer; Polymer; Polymer chemistry; Ether; Copolymer; Transmission electron microscopy; Materials science; Nanoclusters; Conductivity; Membrane; Aryl; Chemical engineering; Chemistry; Physical chemistry; Organic chemistry; Nanotechnology; Composite material; Electrochemistry","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":[0.0001370322,0.0002837876,0.0004984373,0.00008926354,0.00006269113,0.00005177326,0.000220862,0.0001992025,0.0002974715],"category_scores_gemma":[0.00002860512,0.0002294732,0.000141267,0.0001508054,0.00006797667,0.00007351051,0.00001987579,0.0001397997,0.0000211872],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005015443,"about_ca_system_score_gemma":0.00003287286,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00009274684,"about_ca_topic_score_gemma":0.00002047677,"domain_scores_codex":[0.9987436,0.00004810453,0.000449784,0.0002330102,0.0001622093,0.0003632858],"domain_scores_gemma":[0.9994071,0.0001082775,0.00009654958,0.0002615805,0.0000278796,0.00009863789],"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":[0.001127711,0.00005792104,0.00003240452,0.0003142399,0.0001962263,0.0001227842,0.000379954,0.01444941,0.9819762,0.00004762659,0.0001502921,0.001145251],"study_design_scores_gemma":[0.00668402,0.000295884,0.0005889717,0.0002824586,0.0001399059,0.00001183442,0.0002523468,0.01081916,0.9784365,0.0003316695,0.00158081,0.0005764762],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9862996,0.007236688,0.00268569,0.0002314282,0.0006503301,0.0003234597,0.0003748219,0.0003818912,0.001816071],"genre_scores_gemma":[0.9982226,0.0003590154,0.0008679709,0.0001258135,0.00005762693,0.000009737093,0.000288528,0.00004492591,0.00002373733],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01192303,"threshold_uncertainty_score":0.9357644,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008139486188940734,"score_gpt":0.1995843377451872,"score_spread":0.1914448515562465,"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."}}