{"id":"W2067990192","doi":"10.1023/b:ruel.0000048645.32773.b5","title":"Methanol Crossover through Modified Nafion Proton Exchange Membrane","year":2004,"lang":"en","type":"article","venue":"Russian Journal of Electrochemistry","topic":"Fuel Cells and Related Materials","field":"Engineering","cited_by":10,"is_retracted":false,"has_abstract":false,"ca_institutions":"Polytechnique Montréal","funders":"","keywords":"Nafion; Methanol; Proton exchange membrane fuel cell; Electrochemistry; Anode; Chemistry; Membrane; Direct methanol fuel cell; Cathode; Methanol fuel; Inorganic chemistry; Electrocatalyst; Chemical engineering; Electrode; Organic chemistry; 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":[0.0001432713,0.0002021579,0.0003066433,0.00004115701,0.00004934739,0.00005438109,0.0002027242,0.0002302716,0.0001801646],"category_scores_gemma":[0.00001414398,0.0001662186,0.0001405431,0.0001369026,0.00003260162,0.0001925723,0.00001367416,0.0004148076,0.00001354896],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001506819,"about_ca_system_score_gemma":0.0000690923,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000002264638,"about_ca_topic_score_gemma":1.958575e-7,"domain_scores_codex":[0.9988837,0.00001142161,0.0004236626,0.0001140167,0.0002236455,0.0003435863],"domain_scores_gemma":[0.9995277,0.00001017645,0.0001585197,0.000155193,0.00004103273,0.0001073883],"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":[0.00008742388,0.00003783472,9.287589e-7,0.001260224,0.0001148885,0.00008155033,0.0002133916,0.007158358,0.9908141,0.00006639322,0.0001230901,0.0000418054],"study_design_scores_gemma":[0.001397466,0.0000884004,0.00000285024,0.0001930947,0.00004112168,0.0004457579,0.00001255918,0.00005112135,0.9916148,0.002374625,0.00358731,0.0001908685],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8687931,0.02287332,0.004041259,0.0004564477,0.001008566,0.0004214432,0.00001040208,0.000216384,0.1021791],"genre_scores_gemma":[0.9944114,0.003598237,0.001203552,0.00003240487,0.0004498863,0.000008601882,0.000004127401,0.00004766889,0.000244142],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1256182,"threshold_uncertainty_score":0.6778197,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006630608132161186,"score_gpt":0.2102685874907028,"score_spread":0.2036379793585416,"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."}}