{"id":"W4388288062","doi":"10.1002/cssc.202301425","title":"Modulating Cation and Water Transports for Enhanced CO Electrolysis via Ionomer Coating","year":2023,"lang":"en","type":"article","venue":"ChemSusChem","topic":"Fuel Cells and Related Materials","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"Government of Canada; Canada First Research Excellence Fund; University of Calgary","keywords":"Ionomer; Coating; Electrolysis; Electrolysis of water; Chemical engineering; Materials science; Chemistry; Nanotechnology; Electrolyte; Electrode; Composite material; Polymer","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001158405,0.0001070094,0.0001444864,0.00004675301,0.00006756587,0.00002223676,0.00003310091,0.00009491509,0.0000382031],"category_scores_gemma":[0.000004462091,0.00008976588,0.00003649383,0.00007653426,0.00001075336,0.0000629574,0.00000504565,0.00005512936,0.00002346753],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001898867,"about_ca_system_score_gemma":0.000002570427,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000003790806,"about_ca_topic_score_gemma":9.142287e-7,"domain_scores_codex":[0.9993816,0.00000294813,0.0001808024,0.0001406299,0.00005010455,0.0002439001],"domain_scores_gemma":[0.999821,0.00002290615,0.00001797996,0.00008095924,0.00001964388,0.00003752525],"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":[0.000004438889,0.000002578581,0.00002106897,0.0003736883,0.00002794269,6.023835e-7,0.0004896147,0.006751075,0.9904809,0.000003406747,0.00007550102,0.001769203],"study_design_scores_gemma":[0.0002354058,0.00001130457,0.00005724489,0.00001440603,0.00001886856,9.882374e-7,0.0000292787,0.05504707,0.943335,0.0001412007,0.0009826008,0.0001266343],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9958462,0.0001753054,0.001915704,0.00002829178,0.0001564879,0.0001991044,0.000004656608,0.0003228729,0.001351336],"genre_scores_gemma":[0.9986585,0.0001446657,0.0005492241,0.00000845487,0.0001007248,0.0001115306,0.0001768409,0.00003798943,0.000212037],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04829599,"threshold_uncertainty_score":0.3660547,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006962644728920699,"score_gpt":0.2041278388782966,"score_spread":0.1971651941493759,"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."}}