{"id":"W7062447866","doi":"","title":"Strategies to Incorporate Sulfonation Resistance Aromatic Hydrophobic Segments to Facilitate Hydrophobic-Hydrophilic Domain Segregation in PEMs","year":2011,"lang":"en","type":"article","venue":"NPARC","topic":"Advanced Power Generation Technologies","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Domain (mathematical analysis); Monomer; Process (computing); Aqueous solution","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00021951,0.0003015601,0.0002781014,0.0005310543,0.00007350891,0.00005678206,0.0003310883,0.0001284467,0.00006518512],"category_scores_gemma":[0.00003699271,0.0003318551,0.00003859292,0.001007225,0.00004778387,0.0005223946,0.00007163089,0.0001957783,0.0003731261],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003791134,"about_ca_system_score_gemma":0.00003671142,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001873814,"about_ca_topic_score_gemma":0.0006286086,"domain_scores_codex":[0.998297,0.00005161,0.0005210079,0.0004032082,0.000303505,0.0004236693],"domain_scores_gemma":[0.9992268,0.00002900468,0.00007471947,0.0005073819,0.00004715124,0.000114924],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00005140398,0.00005004419,0.0002808776,0.00009584858,0.00002264171,0.00003157104,0.006352215,0.08159649,0.9047606,0.003877596,0.001129778,0.001750962],"study_design_scores_gemma":[0.001142746,0.0002987588,0.006636089,0.0002437715,0.00001400561,0.000007092865,0.00260818,0.01107972,0.348892,0.6249908,0.002795787,0.001291086],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9454254,0.00006584218,0.03897209,0.0001744953,0.0002694741,0.0007076426,0.00002137802,0.0007399374,0.01362372],"genre_scores_gemma":[0.9435329,0.00002301179,0.055544,0.00006547157,0.00001828634,0.000276991,0.00002146672,0.00004967978,0.0004682047],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6211132,"threshold_uncertainty_score":0.9999133,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03195350409893468,"score_gpt":0.2164423322017598,"score_spread":0.1844888281028251,"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."}}