{"id":"W4403000183","doi":"10.1016/j.ecmx.2024.100742","title":"Evaluation of Green and Blue Hydrogen Production Potential in Saudi Arabia","year":2024,"lang":"en","type":"article","venue":"Energy Conversion and Management X","topic":"Hybrid Renewable Energy Systems","field":"Energy","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"York University","funders":"","keywords":"Production (economics); Hydrogen production; Environmental science; Hydrogen; Chemistry; Economics","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":[],"consensus_categories":[],"category_scores_codex":[0.0008377825,0.0001279791,0.0001528896,0.0003506426,0.00004112776,0.0000248401,0.00006426079,0.00005632913,0.00008915747],"category_scores_gemma":[0.00001042342,0.0001224685,0.00003424998,0.0002659421,0.00004816182,0.0001683733,0.0001016305,0.00004226115,0.000006661323],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008277322,"about_ca_system_score_gemma":0.00002073545,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006989599,"about_ca_topic_score_gemma":0.001476448,"domain_scores_codex":[0.9985799,0.0001886143,0.000238463,0.0003802784,0.0004642002,0.0001485565],"domain_scores_gemma":[0.9996613,0.00001076436,0.00005055013,0.0001758473,0.00005308667,0.00004842845],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0001018867,0.0001365645,0.0004455691,0.001292478,0.0007275559,0.0001496175,0.0008676809,0.1958852,0.0184914,0.07769905,0.004164557,0.7000384],"study_design_scores_gemma":[0.003087496,0.0001496938,0.003652891,0.0008629246,0.0008767955,0.00005128918,0.001526284,0.5271884,0.05101941,0.004445665,0.4064357,0.0007034418],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9832132,0.003657639,0.0002445954,0.0004821713,0.0009592061,0.000198887,0.000001256151,0.0000832166,0.0111598],"genre_scores_gemma":[0.9891919,0.001452113,0.00003345725,0.00003493553,0.0001074504,0.00003180979,0.00001910103,0.00001717874,0.009112082],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.699335,"threshold_uncertainty_score":0.9996229,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01322078021419427,"score_gpt":0.2269914327642237,"score_spread":0.2137706525500294,"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."}}