{"id":"W4313159349","doi":"10.1109/iwis57888.2022.9975113","title":"Study of EIS Behavior of Air-Starved Cells Over Different Cell-Counts in a PEM Air-Cooled Stack","year":2022,"lang":"en","type":"article","venue":"","topic":"Fuel Cells and Related Materials","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ballard Power Systems (Canada); Simon Fraser University","funders":"Mitacs","keywords":"Stack (abstract data type); Proton exchange membrane fuel cell; Materials science; Nuclear engineering; Fuel cells; Computer science; Engineering; Chemical engineering; Operating system","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0003665565,0.0005089209,0.000855033,0.0004370869,0.0004037611,0.0005907017,0.0005026054,0.0005724841,0.001012785],"category_scores_gemma":[0.0006268722,0.0001878506,0.0003473265,0.0005829536,0.0004457269,0.0007135067,0.0004043783,0.0008116188,0.0002604791],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003980537,"about_ca_system_score_gemma":0.0001862732,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001349818,"about_ca_topic_score_gemma":0.001509605,"domain_scores_codex":[0.9996216,0.0000402279,0.00002628261,0.00009636672,0.0001594908,0.00005601521],"domain_scores_gemma":[0.9996126,0.0001003522,0.00003313088,0.00004009143,0.0001807322,0.00003308939],"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":[0.00009273459,0.00002063999,0.0006400897,0.00003520826,0.00001426987,0.0000585645,0.00009420726,0.0002273473,0.99737,0.00002510538,0.00002655621,0.001395243],"study_design_scores_gemma":[0.000003019175,0.000162659,0.003390598,0.000004350259,0.00001442259,0.00005379822,0.0001410828,0.001496401,0.9942873,0.00001960349,0.0004189544,0.000007849643],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9969415,0.0002662712,0.002130381,0.00003716682,0.00001350824,0.000009030718,0.0002105953,0.00006682235,0.0003247173],"genre_scores_gemma":[0.9949091,0.000279448,0.003277787,0.00003646276,0.00000891871,0.00002274073,0.0004048681,0.00004385499,0.001016844],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001349818,"threshold_uncertainty_score":0.003388047,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008773214782719495,"score_gpt":0.2052799464879707,"score_spread":0.1965067317052512,"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."}}