{"id":"W4402475507","doi":"10.1109/ccece59415.2024.10667329","title":"Optimal Design of Alkaline Based Electrolysis Hydrogen Production Plants","year":2024,"lang":"en","type":"article","venue":"","topic":"Hybrid Renewable Energy Systems","field":"Energy","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"York University","funders":"Independent Electricity System Operator","keywords":"Electrolysis; Production (economics); Hydrogen production; Hydrogen; Alkaline water electrolysis; Computer science; Process engineering; Environmental science; Chemistry; Engineering; Electrode; Economics; Organic chemistry","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":[0.0004248008,0.0001609114,0.0002446317,0.0002398806,0.00003359984,0.00002347243,0.0001412169,0.00007429551,0.0005659489],"category_scores_gemma":[0.00004388502,0.0001317497,0.00009833049,0.0004147246,0.00002725823,0.0001114884,0.00001521368,0.00007317307,0.0001504574],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007200232,"about_ca_system_score_gemma":0.0001317734,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001935832,"about_ca_topic_score_gemma":0.0001509474,"domain_scores_codex":[0.9985939,0.000149217,0.0003421137,0.0003671725,0.0002807701,0.0002667734],"domain_scores_gemma":[0.9994377,0.00007471735,0.00005044878,0.0003311084,0.00004441292,0.00006162008],"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":[0.00003413254,0.00002793112,0.000005718202,0.00003391898,0.0001158387,0.00001640139,0.0000222811,0.6368431,0.3593485,0.0004688526,0.001897889,0.001185414],"study_design_scores_gemma":[0.0001019905,0.00005987057,0.000001601008,0.00003821169,0.00003116217,0.00002537857,0.00001375918,0.3345762,0.6496861,0.00003846364,0.0153185,0.0001087965],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7061009,0.00205481,0.2668763,0.0006749485,0.001637822,0.0005452007,0.00001710984,0.001480553,0.02061235],"genre_scores_gemma":[0.9834297,0.00002117733,0.004058975,0.00002602934,0.0003732485,0.00004255796,0.00004419645,0.00004625639,0.01195783],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.302267,"threshold_uncertainty_score":0.6196744,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0162541738678244,"score_gpt":0.2290779360778472,"score_spread":0.2128237622100228,"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."}}