{"id":"W2600691090","doi":"10.1149/ma2010-01/29/1400","title":"AFM Investigation of PEM Fuel Cell Membranes and Gas Diffusion Layers","year":2010,"lang":"en","type":"article","venue":"ECS Meeting Abstracts","topic":"Fuel Cells and Related Materials","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"National Research Council Canada","funders":"","keywords":"Proton exchange membrane fuel cell; Fuel cells; Membrane; Gaseous diffusion; Materials science; Diffusion; Atomic force microscopy; Chemical engineering; Nanotechnology; Chemistry; Engineering; Thermodynamics; Physics","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":[0.0001046708,0.0001919755,0.0001378151,0.000194413,0.0004221937,0.0002022133,0.00023946,0.0004549643,0.003967454],"category_scores_gemma":[0.0003235842,0.0001329201,0.0001219541,0.0001279427,0.0001439993,0.0002920308,0.0001348979,0.0004310705,0.0005008605],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002042732,"about_ca_system_score_gemma":0.0001092995,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001560752,"about_ca_topic_score_gemma":0.001520051,"domain_scores_codex":[0.9998951,0.000005182706,0.000004362915,0.00001747521,0.00005324124,0.00002450782],"domain_scores_gemma":[0.9998599,0.00004713724,0.00001176092,0.000015509,0.00005434054,0.00001127843],"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":[0.00005921471,0.00001478033,0.0002404372,0.00006072032,0.000004320192,0.00009222594,0.00002893688,0.0000578306,0.9968771,0.00012856,0.0002616261,0.002174359],"study_design_scores_gemma":[0.0000161229,0.0001059357,0.01154749,0.00001349027,0.0000132427,0.000481304,0.0001191175,0.001760841,0.9795319,0.0001247994,0.006278588,0.000007281452],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9766799,0.002643198,0.005541466,0.000453769,0.0002085082,0.00005052173,0.0009650544,0.0001288089,0.01332873],"genre_scores_gemma":[0.9884976,0.0006501035,0.003987875,0.000100993,0.00002848774,0.00003120244,0.0006273186,0.00002467125,0.006051653],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003967454,"threshold_uncertainty_score":0.01327246,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006126368872939719,"score_gpt":0.1815896459676073,"score_spread":0.1754632770946676,"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."}}