{"id":"W4405390772","doi":"10.2139/ssrn.5056181","title":"Quantifying Impacts of Solar and Wind Supply Strategies on Community Green Hydrogen Systems in Future Urban Areas","year":2024,"lang":"en","type":"preprint","venue":"SSRN Electronic Journal","topic":"Hybrid Renewable Energy Systems","field":"Energy","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Alberta","funders":"","keywords":"Environmental science; Natural resource economics; Business; Meteorology; Geography; Environmental resource management; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008692121,0.0004242367,0.0002799738,0.0004850564,0.0002850751,0.001248074,0.0005684001,0.000814483,0.002746893],"category_scores_gemma":[0.002212709,0.0002331005,0.0004366956,0.0009587886,0.0003456482,0.001540115,0.0006087474,0.0005087735,0.0001632578],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001874969,"about_ca_system_score_gemma":0.0008033025,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03412003,"about_ca_topic_score_gemma":0.04672305,"domain_scores_codex":[0.9996794,0.0001116389,0.000008922942,0.00004904334,0.00006622762,0.00008470674],"domain_scores_gemma":[0.9986743,0.0009170246,0.00007684781,0.00006309958,0.0001897443,0.00007889801],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0002733523,0.0001210436,0.0238155,0.00005506579,0.000096588,0.0001058746,0.00004481618,0.9625845,0.00135846,0.003736574,0.000415885,0.007392291],"study_design_scores_gemma":[0.00003909738,0.0002624913,0.0402373,0.0000139502,0.0001022896,0.00002507076,0.0007989535,0.9489234,0.003333084,0.005352512,0.0008873828,0.00002455855],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9920638,0.00005611241,0.002652357,0.0001443072,0.000007080002,0.00003326535,0.0006087556,0.00002460889,0.004409675],"genre_scores_gemma":[0.998843,0.00002439031,0.0004400906,0.000006038224,0.000001636728,0.000008367899,0.0001689262,0.000005170128,0.0005023165],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03412003,"threshold_uncertainty_score":0.06784284,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01777661742190513,"score_gpt":0.25816416886375,"score_spread":0.2403875514418449,"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."}}