{"id":"W1981155334","doi":"10.1115/fuelcell2010-33317","title":"Transient Water Transport in Nafion Membranes Under Activity Gradients","year":2010,"lang":"en","type":"article","venue":"","topic":"Fuel Cells and Related Materials","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"BC Innovation Council; University of British Columbia","funders":"Consejo Nacional de Ciencia y Tecnología","keywords":"Membrane; Water transport; Nafion; Chemistry; Materials science; Analytical Chemistry (journal); Chromatography; Water flow; Environmental science; Environmental engineering","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":[0.0002814555,0.0004157826,0.0003962132,0.0001846241,0.0003135133,0.0003679502,0.0003151225,0.0003652681,0.0005212176],"category_scores_gemma":[0.0003966374,0.0001679921,0.0002247472,0.0002829363,0.0003402126,0.0007227011,0.0002617076,0.0005564971,0.0001185529],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004503409,"about_ca_system_score_gemma":0.0002068597,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001870323,"about_ca_topic_score_gemma":0.001452616,"domain_scores_codex":[0.9998268,0.00001670728,0.00001328918,0.00004537094,0.00004764834,0.00005019405],"domain_scores_gemma":[0.9998109,0.00005870447,0.00004316872,0.00001535595,0.0000581921,0.00001378537],"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":[0.00004488694,0.000004132678,0.00006098875,0.00002352241,0.000002276681,0.00002717157,0.00004299578,0.00005604612,0.9992398,0.00004221341,0.00001237995,0.0004436355],"study_design_scores_gemma":[0.00000358558,0.00008571393,0.0004016293,0.000003985785,0.000004009674,0.00001841488,0.0000282181,0.0005389939,0.9986554,0.00002408219,0.0002318095,0.000004028939],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9971011,0.0004752789,0.001751159,0.00004744912,0.00001522762,0.00001216079,0.0001654273,0.00004333665,0.0003888588],"genre_scores_gemma":[0.9964918,0.0006403295,0.001704412,0.00002286477,0.000007035344,0.00002993906,0.0002217583,0.00001809782,0.0008636818],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001870323,"threshold_uncertainty_score":0.003718913,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00583799276033039,"score_gpt":0.1833572593256779,"score_spread":0.1775192665653475,"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."}}