{"id":"W4396733276","doi":"10.1039/d4ya00143e","title":"Recent advancements in catalyst coated membranes for water electrolysis: a critical review","year":2024,"lang":"en","type":"review","venue":"Energy Advances","topic":"Electrocatalysts for Energy Conversion","field":"Energy","cited_by":56,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université du Québec à Trois-Rivières","funders":"","keywords":"Electrolysis; Membrane; Electrolysis of water; Catalysis; Materials science; Chemical engineering; Nanotechnology; Chemistry; Engineering; Electrode; Organic chemistry; Electrolyte","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":[0.001005444,0.0008903328,0.001542941,0.002484283,0.0002651471,0.001067065,0.000875087,0.0009574084,0.00455027],"category_scores_gemma":[0.001735159,0.0003529522,0.0010093,0.002806461,0.000331606,0.001415321,0.0007113483,0.001375669,0.001251258],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004817353,"about_ca_system_score_gemma":0.001492531,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009469209,"about_ca_topic_score_gemma":0.002341876,"domain_scores_codex":[0.9997497,0.00004077103,0.0000514003,0.00004326094,0.00008882557,0.00002610207],"domain_scores_gemma":[0.9990771,0.0005151095,0.0001337494,0.00002065502,0.0002158689,0.00003745181],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001137417,0.00006583489,0.0001479948,0.1107664,0.0002877434,0.0001914672,0.000081535,0.0003762466,0.003122648,0.00323122,0.02790037,0.8537148],"study_design_scores_gemma":[0.00002865313,0.0001980431,0.0006900276,0.01530428,0.0007772748,0.0006749785,0.00008662742,0.00009511221,0.00111146,0.001836819,0.9791604,0.00003626401],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00008118669,0.9991928,0.00007870265,0.0001561361,0.0001491478,0.00000492351,0.00001939302,0.000003961324,0.0003137804],"genre_scores_gemma":[0.0003350158,0.9992284,0.0000921341,0.0001137361,0.00007280272,0.000004692119,0.00001738933,7.334482e-7,0.000135194],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.00455027,"threshold_uncertainty_score":0.01522219,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0268578115653997,"score_gpt":0.3333888141921469,"score_spread":0.3065310026267472,"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."}}