{"id":"W2087288365","doi":"10.1021/nn401624p","title":"Inhomogeneous Transport in Model Hydrated Polymer Electrolyte Supported Ultrathin Films","year":2013,"lang":"en","type":"article","venue":"ACS Nano","topic":"Fuel Cells and Related Materials","field":"Engineering","cited_by":54,"is_retracted":false,"has_abstract":true,"ca_institutions":"National Research Council Canada","funders":"","keywords":"Nafion; Electrolyte; Wetting; Polymer; Coating; Catalysis; Fuel cells; Ionomer","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":[0.0000676432,0.0002000729,0.0002363283,0.0001036117,0.0000256819,0.00002529207,0.0001391402,0.000243441,0.0006193276],"category_scores_gemma":[0.000002711327,0.0001783705,0.00004514855,0.000221726,0.00001943804,0.0001426686,0.000006051847,0.0001664811,0.0002734189],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002555716,"about_ca_system_score_gemma":0.00003152267,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002620075,"about_ca_topic_score_gemma":0.00002578536,"domain_scores_codex":[0.9989388,0.00001292419,0.0003404909,0.0001808271,0.0001107925,0.0004161935],"domain_scores_gemma":[0.9996641,0.00001026109,0.0000250189,0.0001968739,0.0000228473,0.00008093364],"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":[0.000007526037,0.00002601592,0.00005337534,0.00005266412,0.00002687395,0.00003125999,0.0001890087,0.08812679,0.9100032,0.000012771,0.001383818,0.00008663155],"study_design_scores_gemma":[0.0004720928,0.00003460572,0.0001079809,0.00001965374,0.00001564488,0.00001907095,0.00001054288,0.1314087,0.8672898,0.0001594005,0.0001929561,0.0002695614],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9874237,0.00138381,0.00006683008,0.00003978618,0.0001797883,0.000237315,0.00001419889,0.0002781503,0.0103764],"genre_scores_gemma":[0.9963775,0.0006751645,0.0001311237,0.00008511931,0.00002218518,0.00004284082,0.00006716095,0.00005906798,0.002539897],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04328189,"threshold_uncertainty_score":0.7273737,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.004561099447605917,"score_gpt":0.1714452821256444,"score_spread":0.1668841826780385,"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."}}