{"id":"W2911587569","doi":"10.1021/acs.chemmater.8b05302","title":"Stability of Hydrocarbon Fuel Cell Membranes: Reaction of Hydroxyl Radicals with Sulfonated Phenylated Polyphenylenes","year":2019,"lang":"en","type":"article","venue":"Chemistry of Materials","topic":"Fuel Cells and Related Materials","field":"Engineering","cited_by":64,"is_retracted":false,"has_abstract":true,"ca_institutions":"Simon Fraser University","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Radical; Chemistry; Polymer; Polymer chemistry; Membrane; Photochemistry; Electrolyte; Organic chemistry; Physical chemistry; Electrode","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002391133,0.0002204506,0.0001234998,0.0001117263,0.0001589324,0.0001734588,0.0001265687,0.0002973146,0.0005103277],"category_scores_gemma":[0.0003487263,0.00008396713,0.0001145205,0.0001106347,0.0001745252,0.0003375058,0.00009935934,0.0002987153,0.0001156021],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002442684,"about_ca_system_score_gemma":0.0001648349,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007659299,"about_ca_topic_score_gemma":0.0007205493,"domain_scores_codex":[0.9998848,0.00001999319,0.000005344405,0.0000233189,0.00003479085,0.000031619],"domain_scores_gemma":[0.9998686,0.00003886052,0.00004207859,0.000008568881,0.00002703735,0.00001477343],"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":[0.00005935018,0.0000084032,0.0002113631,0.00001571638,0.000005300984,0.00002524526,0.00002178994,0.00008669049,0.9987889,0.00003856274,0.00000912532,0.0007295697],"study_design_scores_gemma":[0.00000184902,0.00008436754,0.0008373007,0.000001195138,0.000002829029,0.00003086939,0.00001360346,0.000340739,0.9984643,0.00001207339,0.0002086407,0.000002120565],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9983789,0.0005812267,0.0007033001,0.00003276029,0.000005174777,0.000003412467,0.00006059268,0.000008344443,0.0002263422],"genre_scores_gemma":[0.9987299,0.0003307889,0.000499331,0.000007262591,0.000003069645,0.000003309817,0.00006004125,0.000003026944,0.000363275],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0007659299,"threshold_uncertainty_score":0.001772344,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00434425119019749,"score_gpt":0.1664978973972136,"score_spread":0.1621536462070161,"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."}}