{"id":"W4416600504","doi":"10.1149/ma2025-02422137mtgabs","title":"Contact and Performance of Low Anode Loading CCMs for PEM Water Electrolysis at Different Clamping Pressures","year":2025,"lang":"","type":"article","venue":"ECS Meeting Abstracts","topic":"Hybrid Renewable Energy Systems","field":"Energy","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Clamping; Anode; Electrolysis; Ohmic contact; Porosity; Current density; Current (fluid); Proton exchange membrane fuel cell","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":[0.0007048045,0.0005919075,0.0005591281,0.000720008,0.0004162047,0.0008934614,0.0008178182,0.0009765252,0.001771623],"category_scores_gemma":[0.001967484,0.0003068332,0.0003541292,0.0008086944,0.0004707131,0.0008596235,0.0005309593,0.0008390944,0.0005492936],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000780086,"about_ca_system_score_gemma":0.0002456033,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00173207,"about_ca_topic_score_gemma":0.002063484,"domain_scores_codex":[0.9991075,0.00007549141,0.00009311825,0.0002071273,0.0003641352,0.0001526068],"domain_scores_gemma":[0.9989874,0.0003352559,0.0001958617,0.0001114149,0.0002887507,0.00008126364],"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":[0.0002620247,0.00006909251,0.0005025283,0.0001432947,0.00001245566,0.0001047051,0.0001260724,0.0002616552,0.9954913,0.00007928834,0.00011407,0.002833516],"study_design_scores_gemma":[0.000005157918,0.0001937591,0.001694458,0.000006016356,0.000008290924,0.00002858538,0.00003705433,0.0008321446,0.9968976,0.000009658137,0.0002782138,0.000009144114],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9971723,0.0008017482,0.000714446,0.00005145157,0.00002565306,0.00001643259,0.000515539,0.00006810669,0.0006343128],"genre_scores_gemma":[0.9968251,0.0005935617,0.001345417,0.00001999823,0.00001469352,0.00002407412,0.0004682328,0.00003313473,0.0006758028],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001771623,"threshold_uncertainty_score":0.005926669,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008562264679737886,"score_gpt":0.2234078008954335,"score_spread":0.2148455362156956,"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."}}