{"id":"W4412700091","doi":"10.11159/ffhmt25.139","title":"Vapor Concentration within the PEMFC Bipolar Plate over Long Term Operation","year":2025,"lang":"en","type":"article","venue":"Proceedings of the ... International Conference on Fluid Flow, Heat and Mass Transfer","topic":"Fuel Cells and Related Materials","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Ministry of Trade, Industry and Energy","keywords":"Term (time); Proton exchange membrane fuel cell; Materials science; Nuclear engineering; Environmental science; Fuel cells; Physics; Engineering; Chemical engineering","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000160122,0.0001532136,0.0001408167,0.00004742499,0.0000925189,0.0001737143,0.0002630133,0.000102991,0.0001135993],"category_scores_gemma":[0.000009964981,0.00009324853,0.0000539065,0.00007134621,0.00007288979,0.0001959927,0.00002105761,0.0001658035,0.000003657444],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000381131,"about_ca_system_score_gemma":0.00002656465,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000107029,"about_ca_topic_score_gemma":0.000004090706,"domain_scores_codex":[0.9992259,0.000005763891,0.000278799,0.000158569,0.0002103196,0.0001206846],"domain_scores_gemma":[0.9997438,0.00001795412,0.00001442182,0.00006312398,0.0001335127,0.00002724547],"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":[0.0001005533,0.00002521025,0.0008136662,0.0002487717,0.0001379734,3.957176e-7,0.000560523,0.001506821,0.940661,0.0552041,0.0003463555,0.0003946253],"study_design_scores_gemma":[0.00119546,0.0000578851,0.002353644,0.0005304869,0.00009677732,0.000005370413,0.0001305503,0.2045995,0.7875522,0.002305496,0.0009326455,0.0002400606],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9681531,0.0006280197,0.0005387707,0.001563286,0.00190039,0.0004262173,0.0000356918,0.00006946307,0.02668508],"genre_scores_gemma":[0.9978994,0.001352632,0.00005765881,0.0001518308,0.00006838715,0.00002223595,0.000009597402,0.00001261661,0.0004256227],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2030926,"threshold_uncertainty_score":0.3802565,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01085149018367197,"score_gpt":0.2189640475392548,"score_spread":0.2081125573555829,"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."}}