{"id":"W4385498241","doi":"10.3390/en16155761","title":"Role of a Unitized Regenerative Fuel Cell in Remote Area Power Supply: A Review","year":2023,"lang":"en","type":"review","venue":"Energies","topic":"Hybrid Renewable Energy Systems","field":"Energy","cited_by":12,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Ottawa","funders":"","keywords":"Unitized regenerative fuel cell; Proton exchange membrane fuel cell; Renewable energy; Regenerative fuel cell; Photovoltaic system; Hydrogen fuel; Process engineering; Solar energy; Power to gas; Automotive engineering; Engineering; Fuel cells; Electrical engineering; Electrolysis; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003933519,0.0006756922,0.0008649605,0.001686888,0.0002565506,0.0009615051,0.0006742458,0.0008843843,0.004053497],"category_scores_gemma":[0.0005313782,0.0002873534,0.0005377034,0.0022408,0.0002552263,0.001486072,0.000486943,0.000961233,0.001678092],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003808854,"about_ca_system_score_gemma":0.0009163255,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001071858,"about_ca_topic_score_gemma":0.001684592,"domain_scores_codex":[0.9998473,0.00002066131,0.00001991875,0.00003773644,0.00005875231,0.00001561837],"domain_scores_gemma":[0.9997653,0.0001152426,0.0000342007,0.000007182845,0.00006461597,0.00001344051],"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":[0.00004832954,0.00006759791,0.0002130519,0.03341173,0.00009325441,0.0002312242,0.00006842401,0.000912353,0.004141377,0.007591867,0.02058753,0.9326333],"study_design_scores_gemma":[0.000004387722,0.00008019608,0.0003574937,0.00259985,0.00008901762,0.00059374,0.00004169988,0.0001745865,0.0009865259,0.001164654,0.9938924,0.00001547716],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0002811093,0.9969665,0.0003272704,0.0001680049,0.000188388,0.000005717613,0.00002938602,0.000007914837,0.002025741],"genre_scores_gemma":[0.001424921,0.9972301,0.0003314891,0.0001136704,0.00009558856,0.000006272663,0.00003928087,0.000002078562,0.0007565093],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.004053497,"threshold_uncertainty_score":0.0135603,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03667950884406364,"score_gpt":0.2918225827613309,"score_spread":0.2551430739172673,"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."}}