{"id":"W2736857511","doi":"","title":"The modelling of molecular structure and ion transport in sulfonic acid based ionomer membranes","year":2001,"lang":"en","type":"article","venue":"Journal of New Materials for Electrochemical Systems","topic":"Fuel Cells and Related Materials","field":"Engineering","cited_by":42,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Membrane; Ionomer; Nafion; Sulfonic acid; Polymer; Proton exchange membrane fuel cell; Chemical engineering; Electrolyte; Polymer chemistry; Thermal stability; Conductivity; Materials science; Ion exchange; Methanol; Methanol fuel; Phosphoric acid; Chemistry; Organic chemistry; Ion; Electrochemistry; Electrode","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002434867,0.0005362429,0.0004943588,0.0003055166,0.0006135251,0.0011601,0.0009789659,0.0022886,0.002673132],"category_scores_gemma":[0.0006076354,0.000386172,0.0007416388,0.0004762371,0.0007221802,0.001007859,0.0002939364,0.0006666502,0.0006619724],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001743842,"about_ca_system_score_gemma":0.001104427,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01303046,"about_ca_topic_score_gemma":0.005386928,"domain_scores_codex":[0.9998928,0.00003114323,0.000004504649,0.00001663913,0.00003022642,0.0000246271],"domain_scores_gemma":[0.9998355,0.00008283039,0.00002419405,0.00001250702,0.00002943609,0.00001555691],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00005806909,0.00003198819,0.0003068933,0.00004821711,0.00001035163,0.0001149614,0.00006630029,0.9790816,0.01006705,0.008811516,0.0001602245,0.001242735],"study_design_scores_gemma":[0.00002017686,0.00004108181,0.000206336,0.000007145632,0.000006192095,0.0000257924,0.00002212318,0.9942973,0.002361076,0.001482898,0.001520768,0.000009062676],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8101868,0.002497168,0.1351296,0.001625034,0.0001413146,0.0001750092,0.001002782,0.0005902947,0.04865193],"genre_scores_gemma":[0.9552456,0.002080678,0.02519997,0.0001364682,0.00003811681,0.0002404346,0.0004411539,0.0001335463,0.01648393],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01303046,"threshold_uncertainty_score":0.02590925,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007917252772083395,"score_gpt":0.1906120103511105,"score_spread":0.1826947575790271,"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."}}