{"id":"W4319588761","doi":"10.1115/imece2022-94821","title":"Efficient Solar Thermochemical Hydrogen Production in a Reactor Train System With Thermochemical Oxygen Removal","year":2022,"lang":"en","type":"article","venue":"","topic":"Chemical Looping and Thermochemical Processes","field":"Engineering","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Waterloo","funders":"","keywords":"Hydrogen; Hydrogen production; Oxygen; Nuclear engineering; Process engineering; Work (physics); Chemistry; Materials science; Thermodynamics; Engineering; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002014919,0.0002919256,0.0004529257,0.0002654954,0.0002739143,0.0004341789,0.0006102276,0.0002906853,0.002050614],"category_scores_gemma":[0.0001459711,0.00019698,0.0001927499,0.000347554,0.0002165713,0.0004160782,0.0003217462,0.0003022602,0.0003961694],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004847962,"about_ca_system_score_gemma":0.0003380624,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001489553,"about_ca_topic_score_gemma":0.00187146,"domain_scores_codex":[0.9998515,0.00001493874,0.000008217578,0.00003918937,0.00005336671,0.00003271476],"domain_scores_gemma":[0.9999129,0.00001122802,0.00002038518,0.00001590588,0.00002245076,0.00001721555],"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":[0.000496942,0.0001461465,0.001578638,0.0001021798,0.00002865379,0.0001402644,0.00005203109,0.006260375,0.9762217,0.000564835,0.0007940009,0.01361428],"study_design_scores_gemma":[0.00009053535,0.0006319591,0.002516627,0.000003917229,0.00002158467,0.00007257279,0.0000293258,0.05183789,0.9414674,0.00008015849,0.003224412,0.00002366658],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9917586,0.0000551843,0.006410276,0.0000532757,0.00002029513,0.00002153537,0.0001452579,0.000473784,0.001061718],"genre_scores_gemma":[0.9960285,0.00002757022,0.002898016,0.000009818061,0.000004423583,0.0000165352,0.000107714,0.00001726373,0.0008901691],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002050614,"threshold_uncertainty_score":0.006859958,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007076025728878781,"score_gpt":0.1810441119658988,"score_spread":0.17396808623702,"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."}}