{"id":"W2079933647","doi":"10.1149/1.1789394","title":"Comparison of Methanol Crossover among Four Types of Nafion Membranes","year":2004,"lang":"en","type":"article","venue":"Journal of The Electrochemical Society","topic":"Fuel Cells and Related Materials","field":"Engineering","cited_by":70,"is_retracted":false,"has_abstract":true,"ca_institutions":"Polytechnique Montréal","funders":"","keywords":"Methanol; Nafion; Membrane; Electrochemistry; Chemistry; Analytical Chemistry (journal); Cyclic voltammetry; Methanol fuel; Anode; Materials science; Chromatography; Electrode; Organic chemistry; Biochemistry; Physical chemistry","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001581472,0.00008947975,0.0003225837,0.0000114375,0.0000231848,0.000007604659,0.000204811,0.0001556178,0.00002320281],"category_scores_gemma":[0.00002976274,0.00005531284,0.0003522615,0.0001210547,0.00007498615,0.00005484815,0.0000239114,0.000292443,6.579031e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006529957,"about_ca_system_score_gemma":0.00002543978,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000004038233,"about_ca_topic_score_gemma":4.150266e-7,"domain_scores_codex":[0.9991699,0.00001304904,0.0004208512,0.00004439675,0.0002121884,0.0001395987],"domain_scores_gemma":[0.9994984,0.00004012024,0.0002522231,0.00009009962,0.00008475433,0.00003441792],"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":[0.00002135803,0.00003875502,0.0002209536,0.0002977229,0.0001889965,2.372287e-7,0.0003013563,0.007718745,0.9909402,0.00001203824,0.0002472479,0.00001239379],"study_design_scores_gemma":[0.0004502544,0.0000464761,0.0002165294,0.00009827957,0.00007669066,0.00001086549,0.00004003512,0.0005521898,0.997512,0.0007347384,0.0002026181,0.00005927519],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.995286,0.003242651,0.0006695003,0.00007893935,0.0002367078,0.00004863137,0.000001223311,0.00001133431,0.0004250535],"genre_scores_gemma":[0.9975284,0.0006226962,0.001705574,0.00001111967,0.00009563479,3.4917e-7,3.189233e-7,0.00001357897,0.00002236709],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.007166556,"threshold_uncertainty_score":0.2255592,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009056188141683803,"score_gpt":0.2366182240811734,"score_spread":0.2275620359394896,"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."}}