{"id":"W4402494679","doi":"10.1016/j.renene.2024.121354","title":"Development of a solar-ocean based integrated plant with a new hydrogen generation system","year":2024,"lang":"en","type":"article","venue":"Renewable Energy","topic":"Hybrid Renewable Energy Systems","field":"Energy","cited_by":12,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ontario Tech University","funders":"","keywords":"Solar System; Environmental science; Astrobiology; Systems engineering; Meteorology; Aerospace engineering; 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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0004337491,0.0005547125,0.0006875796,0.0005593438,0.0001711971,0.0001603671,0.0004005614,0.0002451211,0.0001364199],"category_scores_gemma":[0.00002063135,0.0004314797,0.0001573295,0.001158099,0.00005209845,0.0002318446,0.00006330233,0.0001320619,0.0000316321],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006989163,"about_ca_system_score_gemma":0.002730408,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.09304439,"about_ca_topic_score_gemma":0.05072515,"domain_scores_codex":[0.9965964,0.0001704923,0.001007415,0.0008196153,0.0007539303,0.0006521797],"domain_scores_gemma":[0.9985062,0.00008127491,0.0002318276,0.0006801058,0.0001450284,0.0003555077],"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":[0.00008190963,0.0000576767,0.00003665446,0.0003060812,0.0004190305,0.0001466531,0.0002800531,0.8883083,0.09633508,0.005047403,0.004211717,0.004769435],"study_design_scores_gemma":[0.0004614029,0.00006867413,0.000001778331,0.0007635275,0.00005536952,0.00008307387,0.0001678974,0.2983044,0.4594563,0.00001311465,0.2402676,0.0003568279],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.2987913,0.005062286,0.6527839,0.0001342072,0.002506645,0.0005107464,0.0001120779,0.00286874,0.03723007],"genre_scores_gemma":[0.9744473,0.00001549995,0.01070586,0.00005261987,0.0006630538,0.00006592004,0.0008730374,0.0001843631,0.01299236],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.675656,"threshold_uncertainty_score":0.9998137,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01609560872635064,"score_gpt":0.2006375526744809,"score_spread":0.1845419439481303,"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."}}