{"id":"W2052926512","doi":"10.1016/j.energy.2011.09.045","title":"Hydrogen production from wind energy in Western Canada for upgrading bitumen from oil sands","year":2011,"lang":"en","type":"article","venue":"Energy","topic":"Hybrid Renewable Energy Systems","field":"Energy","cited_by":99,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Alberta","funders":"","keywords":"Hydrogen production; Environmental science; Waste management; Hydrogen; Natural gas; Greenhouse gas; Compressed hydrogen; Environmental engineering; Engineering; Hydrogen storage; Chemistry","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0001850005,0.0004539728,0.0006030662,0.0002290095,0.0001385187,0.00003926955,0.0005052916,0.0002195217,0.0002348778],"category_scores_gemma":[0.00006792343,0.000462055,0.0001255204,0.0003748329,0.00004806045,0.0002735267,0.00009664183,0.0001139724,0.000007035445],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006017814,"about_ca_system_score_gemma":0.0004526068,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9950056,"about_ca_topic_score_gemma":0.9926293,"domain_scores_codex":[0.9969365,0.0002116354,0.0007326701,0.0009589936,0.0004224069,0.0007377899],"domain_scores_gemma":[0.998478,0.0001313035,0.000262142,0.0008085541,0.00007386334,0.0002461142],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"not_applicable","study_design_scores_codex":[0.001625395,0.001265664,0.06564724,0.0001563628,0.003362603,0.001106115,0.009897063,0.3522439,0.2282428,0.04030041,0.03460021,0.2615522],"study_design_scores_gemma":[0.001510233,0.00006209776,0.001407125,0.0001612709,0.00006442887,0.00001271325,0.0003382592,0.002758462,0.4267101,0.003228955,0.5628131,0.0009332661],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9818091,0.001091924,0.0005269153,0.0001458339,0.003119284,0.0000545636,0.0001051126,0.0001666907,0.01298058],"genre_scores_gemma":[0.9803457,0.00008114034,0.0003934611,0.0002827972,0.002028559,0.00008091249,0.0005798566,0.0001428133,0.01606481],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5282129,"threshold_uncertainty_score":0.9997831,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01768592110301692,"score_gpt":0.1942097467891052,"score_spread":0.1765238256860883,"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."}}