{"id":"W4311089321","doi":"10.1016/j.ijft.2022.100262","title":"Energy assessment of an integrated hydrogen production system","year":2022,"lang":"en","type":"article","venue":"International Journal of Thermofluids","topic":"Hybrid Renewable Energy Systems","field":"Energy","cited_by":24,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Heliostat; Hydrogen production; Parabolic trough; Renewable energy; Solar energy; High-temperature electrolysis; Thermochemical cycle; Process engineering; Photovoltaic system; Nuclear engineering; Thermal energy; Hydrogen; Environmental science; Rankine cycle; Hydrogen fuel; Electrolysis; Chemistry; Engineering; Electrical engineering; Thermodynamics; Power (physics); Physics","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001066986,0.0001606865,0.0003369358,0.0004690843,0.00008365691,0.00002977816,0.001014271,0.00004268774,0.0004006098],"category_scores_gemma":[0.00003956486,0.0001401184,0.0002083632,0.000251286,0.00004151585,0.0002863342,0.0001370988,0.0002158382,0.00000153024],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001020909,"about_ca_system_score_gemma":0.0003753486,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002413916,"about_ca_topic_score_gemma":0.00006746949,"domain_scores_codex":[0.9967432,0.0005778859,0.0009575909,0.000193801,0.001369087,0.0001584514],"domain_scores_gemma":[0.9979855,0.00003944463,0.0008346501,0.0002769148,0.0007702559,0.00009324674],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0003416703,0.0005563128,0.0006325112,0.00002126459,0.00136325,0.0003437625,0.0003025953,0.5414506,0.384699,0.03520886,0.0009181192,0.03416205],"study_design_scores_gemma":[0.003688483,0.00208481,0.001440008,0.0004655582,0.0002349272,0.01111262,0.006952384,0.08924636,0.5169885,0.001229251,0.365723,0.0008341338],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9814587,0.0003241483,0.00317448,0.0002732545,0.006762895,0.00006206827,0.00003118692,0.00005343777,0.007859826],"genre_scores_gemma":[0.9973821,0.00001843212,0.0004947903,0.00004534828,0.0009294195,0.00001866995,0.00004030044,0.00004067745,0.001030255],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4522043,"threshold_uncertainty_score":0.5713863,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01080533464213613,"score_gpt":0.2626082240744597,"score_spread":0.2518028894323236,"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."}}