{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001727986,0.0004128798,0.0002401716,0.0002009888,0.000218395,0.0003311189,0.0002215332,0.0004245004,0.0007753138],"category_scores_gemma":[0.0001850377,0.000146642,0.0002759826,0.0001332438,0.0001882935,0.0005161367,0.0001950694,0.0003731042,0.0005129334],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000292673,"about_ca_system_score_gemma":0.0001845036,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004568795,"about_ca_topic_score_gemma":0.0009613906,"domain_scores_codex":[0.9999089,0.00001094588,0.000005167192,0.00001694881,0.00002776175,0.00003024554],"domain_scores_gemma":[0.9998934,0.00002658078,0.00003518105,0.000007024779,0.00001853734,0.00001925255],"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":[0.00002982989,0.000009546142,0.00006169436,0.00004518337,0.000006167827,0.00002876586,0.00001486047,0.0000671531,0.99835,0.00006051095,0.00003383433,0.001292316],"study_design_scores_gemma":[0.000003266831,0.00005380973,0.0003736602,0.000003965575,0.000008899175,0.00003838075,0.000009174373,0.0001712085,0.9986095,0.00002443112,0.0007006486,0.000002966837],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9928722,0.001665058,0.003672566,0.0001654197,0.00002656986,0.00002516272,0.0001469871,0.00007600078,0.001350107],"genre_scores_gemma":[0.9917006,0.001835105,0.004110466,0.0000765537,0.00001376726,0.00002315873,0.0001966477,0.00002494679,0.00201881],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0007753138,"threshold_uncertainty_score":0.002593637,"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."}}