{"id":"W2113394587","doi":"10.1109/eicccc.2006.277218","title":"Hydrogen Production from Renewable Energy Sources","year":2006,"lang":"en","type":"article","venue":"","topic":"Hybrid Renewable Energy Systems","field":"Energy","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"Natural Resources Canada","funders":"","keywords":"Renewable energy; Hydrogen technologies; Hydrogen production; Hydrogen economy; Hydrogen storage; Fossil fuel; Power to gas; Hydrogen fuel; Production (economics); Environmental science; Environmental economics; Energy carrier; Hydrogen; Waste management; Engineering; Economics; Chemistry; Electrical engineering; Microeconomics","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0001410036,0.0002548946,0.0002864727,0.0001297758,0.000157855,0.00006218301,0.0002569346,0.0001327079,0.001090128],"category_scores_gemma":[0.00002756653,0.0002241284,0.0001115562,0.0003310982,0.00005406753,0.0002195332,0.00006016131,0.0000554576,0.0002365835],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001069692,"about_ca_system_score_gemma":0.00004871495,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.7860997,"about_ca_topic_score_gemma":0.1928176,"domain_scores_codex":[0.9980544,0.0001217325,0.000434649,0.0005938643,0.0003609054,0.0004343843],"domain_scores_gemma":[0.9990242,0.00004133407,0.0001301666,0.0006455088,0.000066134,0.00009269862],"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":[0.00001670627,0.00009205109,0.001916895,0.000005245263,0.00007122229,0.00001625655,0.00003244517,0.8201365,0.118863,0.008094101,0.04896982,0.001785701],"study_design_scores_gemma":[0.0001729196,0.00001198521,0.0001257923,0.00001164581,0.00001498278,0.00001093477,0.00004869259,0.001632004,0.5079674,0.00605117,0.4837243,0.0002281803],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.554102,0.0009260048,0.001836999,0.0002707348,0.001093006,0.00006919427,0.000005905747,0.0008114197,0.4408847],"genre_scores_gemma":[0.7728671,0.00001292998,0.000458282,0.00008505183,0.00240204,0.00003974934,0.0001477112,0.00005517178,0.223932],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8185045,"threshold_uncertainty_score":0.999823,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007466718623676119,"score_gpt":0.1854279654142029,"score_spread":0.1779612467905268,"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."}}