{"id":"W4409353726","doi":"10.1016/j.ijhydene.2025.04.047","title":"Advancements in electrolyser stack performance: A comprehensive review of Latest technologies and efficiency strategies","year":2025,"lang":"en","type":"review","venue":"International Journal of Hydrogen Energy","topic":"Hybrid Renewable Energy Systems","field":"Energy","cited_by":24,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université du Québec à Trois-Rivières","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Stack (abstract data type); Computer science; Process engineering; Engineering; Operating system","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0003398054,0.0004600369,0.002106739,0.001245515,0.00002691839,0.00004051717,0.001178806,0.0002233254,0.00003235273],"category_scores_gemma":[0.0001488921,0.0003588138,0.0004072739,0.0006462102,0.0001243945,0.0003157124,0.0002466485,0.0003850546,0.00000210571],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003286037,"about_ca_system_score_gemma":0.0008974597,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002656759,"about_ca_topic_score_gemma":0.00008931547,"domain_scores_codex":[0.9962584,0.000219981,0.00213155,0.0003159055,0.0007671729,0.0003069571],"domain_scores_gemma":[0.9967595,0.0002583996,0.001961445,0.0002979153,0.000673465,0.00004930767],"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":[0.00003527027,0.0001535668,0.00001788895,0.0372613,0.001185289,0.0002264057,0.0000176777,0.007040366,0.00005617367,0.003517118,0.0001878436,0.9503011],"study_design_scores_gemma":[0.0004208035,0.0001447855,0.000001085795,0.1471521,0.000221994,0.0004894271,0.00006441287,0.00009001172,0.0004518286,0.0001569561,0.8505493,0.0002573406],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0006902625,0.9966633,0.00004944871,0.0000475307,0.0005515916,0.0001368335,0.00002037013,0.00002603757,0.001814572],"genre_scores_gemma":[0.00574615,0.9936084,0.0001001223,0.0000491625,0.0001073895,0.00003663487,0.00004849727,0.00003557928,0.0002680263],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9500437,"threshold_uncertainty_score":0.9998864,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0171819306166213,"score_gpt":0.3113659967293609,"score_spread":0.2941840661127396,"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."}}