{"id":"W4401192611","doi":"10.2139/ssrn.4911429","title":"Evaluation of Green and Blue Hydrogen Production Potential in Saudi Arabia","year":2024,"lang":"en","type":"preprint","venue":"SSRN Electronic Journal","topic":"Hybrid Renewable Energy Systems","field":"Energy","cited_by":9,"is_retracted":false,"has_abstract":false,"ca_institutions":"York University","funders":"","keywords":"Production (economics); Hydrogen production; Business; Hydrogen; Chemistry; Economics; Organic chemistry","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":[0.0004947084,0.0002851363,0.0002296111,0.0005591623,0.0003617954,0.0008655575,0.0002956951,0.0003730665,0.001414423],"category_scores_gemma":[0.0005012815,0.00009322573,0.0003700384,0.0005801188,0.0002312772,0.0004219032,0.000373253,0.00019518,0.0002833566],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001119766,"about_ca_system_score_gemma":0.0004095329,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01908334,"about_ca_topic_score_gemma":0.01452344,"domain_scores_codex":[0.9998199,0.00003692006,0.000007458352,0.00001986858,0.00007476366,0.00004109095],"domain_scores_gemma":[0.9996814,0.00008143581,0.00002137706,0.0000160242,0.0001680766,0.00003181726],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.01910532,0.0009697829,0.1839223,0.001677187,0.000494357,0.002725888,0.001287884,0.2848696,0.3084781,0.009268187,0.003436456,0.183765],"study_design_scores_gemma":[0.0003527473,0.006057643,0.1680445,0.0001045854,0.0005224281,0.000449978,0.005715196,0.2812624,0.5179011,0.002187487,0.01730205,0.00009987955],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9956436,0.0001964009,0.0003456067,0.00003870557,0.000005153631,0.00001114867,0.0002926473,0.00001289958,0.003453943],"genre_scores_gemma":[0.9988351,0.0000775109,0.0002412424,0.000004640052,8.62556e-7,0.000002289391,0.0001377099,0.000002512282,0.0006981659],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01908334,"threshold_uncertainty_score":0.03794456,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01395096745752175,"score_gpt":0.2539075762588119,"score_spread":0.2399566088012902,"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."}}