{"id":"W4405203161","doi":"10.1016/j.egyr.2024.11.089","title":"Mass and charge transport phenomena in porous transport layer for proton exchange membrane water electrolyzers: A review","year":2024,"lang":"en","type":"review","venue":"Energy Reports","topic":"Hybrid Renewable Energy Systems","field":"Energy","cited_by":20,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université du Québec à Trois-Rivières","funders":"","keywords":"Mass transport; Porosity; Water transport; Transport layer; Membrane; Layer (electronics); Proton exchange membrane fuel cell; Mass transfer; Materials science; Transport phenomena; Charge (physics); Chemical engineering; Mechanics; Chemical physics; Chemistry; Environmental science; Physics; Nanotechnology; Water flow; Composite material; Engineering; Engineering physics; Environmental engineering","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":[0.0005672927,0.001197611,0.001371995,0.001908756,0.0003457463,0.001169692,0.001025579,0.00116863,0.002660915],"category_scores_gemma":[0.0007254868,0.0005173901,0.000964153,0.002393168,0.0003588882,0.002215302,0.0005481665,0.0009490842,0.001315625],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004626911,"about_ca_system_score_gemma":0.0009755322,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001264739,"about_ca_topic_score_gemma":0.001258364,"domain_scores_codex":[0.9997432,0.00003210472,0.00003724241,0.0000540267,0.0001078696,0.0000256636],"domain_scores_gemma":[0.9995359,0.0002407913,0.00008091846,0.00001362564,0.0001106688,0.00001810332],"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":[0.0001113469,0.0002044451,0.0005163463,0.1122216,0.0002673599,0.000572422,0.0002744519,0.002577841,0.02554004,0.009187802,0.02370904,0.8248175],"study_design_scores_gemma":[0.0000176233,0.0003620409,0.001361374,0.005844182,0.0004803742,0.0015854,0.0001516592,0.001500263,0.01418559,0.002497203,0.9719215,0.00009275747],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0009717704,0.9965233,0.0007633838,0.0001443663,0.0001766097,0.00001147857,0.00004761153,0.00001839245,0.001343074],"genre_scores_gemma":[0.00326767,0.9948688,0.0007179505,0.00009939249,0.0001327721,0.00001738897,0.00007380484,0.000004964205,0.000817209],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.002660915,"threshold_uncertainty_score":0.008901596,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02723812291752108,"score_gpt":0.2794076206489109,"score_spread":0.2521694977313898,"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."}}