{"id":"W2066848141","doi":"10.1016/j.ijhydene.2008.08.010","title":"Second Law viability of upgrading waste heat for thermochemical hydrogen production","year":2008,"lang":"en","type":"article","venue":"International Journal of Hydrogen Energy","topic":"Adsorption and Cooling Systems","field":"Engineering","cited_by":20,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Ontario Institute of Technology","funders":"Canada Research Chairs","keywords":"Waste heat; Hydrogen production; Coefficient of performance; Exothermic reaction; Heat pump; Thermochemical cycle; Waste heat recovery unit; Hybrid heat; Thermodynamics; Waste management; Hydrogen; Nuclear engineering; Chemistry; Heat exchanger","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":[],"consensus_categories":[],"category_scores_codex":[0.0001851087,0.0001079826,0.0002115811,0.0001060128,0.00003155535,0.000007029006,0.0002441652,0.00006235317,0.00005540544],"category_scores_gemma":[0.00003234709,0.0001003777,0.0002027553,0.00005904281,0.00005931055,0.0001608624,0.00001531613,0.00008603772,0.00000145947],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001146165,"about_ca_system_score_gemma":0.00002824719,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001349744,"about_ca_topic_score_gemma":0.00001046633,"domain_scores_codex":[0.9989095,0.00002281759,0.0005388737,0.0001003292,0.0003115084,0.0001169352],"domain_scores_gemma":[0.9993547,0.00004098938,0.0001330436,0.0001054948,0.0003021763,0.0000636121],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0001106885,0.00008398748,0.0002364827,0.00003437563,0.0004650197,0.00001556375,0.0002897884,0.08947315,0.9049783,0.003028657,0.0007034286,0.0005805471],"study_design_scores_gemma":[0.0004240835,0.00004688388,0.0000142704,0.00004330519,0.00001525253,0.0007927608,0.0000321637,0.01396323,0.9707862,0.001053488,0.01272247,0.0001059425],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9940153,0.000341716,0.003544857,0.00009103769,0.0009583992,0.00004912665,0.000009649611,0.00002728029,0.0009626081],"genre_scores_gemma":[0.9986398,0.00004458402,0.000207736,0.00004023539,0.0008941037,0.00000645927,0.000007491219,0.00002245962,0.0001371868],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.07550993,"threshold_uncertainty_score":0.4093283,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01261744833317696,"score_gpt":0.2240513056756891,"score_spread":0.2114338573425121,"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."}}