{"id":"W4389486725","doi":"10.1016/j.jclepro.2023.140081","title":"Development of renewable energy based green hydrogen and oxygen production and electricity generation systems for sustainable aquaculture","year":2023,"lang":"en","type":"article","venue":"Journal of Cleaner Production","topic":"Hybrid Renewable Energy Systems","field":"Energy","cited_by":33,"is_retracted":false,"has_abstract":false,"ca_institutions":"Ontario Tech University","funders":"","keywords":"Renewable energy; Environmental science; Aquaculture; Waste management; Environmental engineering; Electricity generation; Solar energy; Hydrogen production; Population; Engineering; Hydrogen; Chemistry; Fishery; Power (physics); Electrical engineering; Biology","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":[0.0002273351,0.0002229014,0.0002117953,0.0002637111,0.000280424,0.0005475943,0.0003706533,0.000354052,0.001686427],"category_scores_gemma":[0.0001303838,0.0001377552,0.0003275237,0.0002953381,0.0001484709,0.0006675957,0.000546378,0.0004099053,0.0004756124],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004263609,"about_ca_system_score_gemma":0.0005091679,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008032006,"about_ca_topic_score_gemma":0.002104936,"domain_scores_codex":[0.9999075,0.00001287442,0.000004976973,0.00001755608,0.0000443006,0.00001272911],"domain_scores_gemma":[0.9999573,0.000005980879,0.000006007518,0.00000376955,0.00002085978,0.000006089617],"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":[0.0002453506,0.0003196934,0.002107074,0.0006052963,0.00004914598,0.0002614339,0.0000908517,0.02864993,0.7609507,0.01449334,0.001805996,0.1904211],"study_design_scores_gemma":[0.0001023538,0.001448618,0.005032776,0.0001102558,0.00009242643,0.000236994,0.0002440611,0.1698724,0.7495202,0.007762032,0.0655289,0.00004905184],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7019827,0.009197161,0.2405372,0.001460256,0.0005300295,0.0002746171,0.000583878,0.0005250343,0.04490914],"genre_scores_gemma":[0.955542,0.003589824,0.03330797,0.0001104501,0.00003773556,0.00008700672,0.0002755604,0.00002812899,0.007021422],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001686427,"threshold_uncertainty_score":0.005641639,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01988400225001265,"score_gpt":0.2311395617359911,"score_spread":0.2112555594859784,"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."}}