{"id":"W2895212710","doi":"10.1002/ep.12939","title":"Performance analysis of a photovoltaic/wind/diesel hybrid power generation system for domestic utilization in winnipeg, manitoba, canada","year":2018,"lang":"en","type":"article","venue":"Environmental Progress & Sustainable Energy","topic":"Hybrid Renewable Energy Systems","field":"Energy","cited_by":43,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ontario Tech University","funders":"","keywords":"Diesel generator; Photovoltaic system; Hybrid system; Diesel fuel; Hybrid power; Battery (electricity); Automotive engineering; Environmental science; Greenhouse gas; Wind power; Renewable energy; Engineering; Power (physics); Meteorology; Electrical engineering; Computer science; Geography","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":[0.0004342675,0.0004701323,0.0007650639,0.0006811826,0.0003305175,0.00005956409,0.0004039723,0.0001361113,0.0001277765],"category_scores_gemma":[0.00003855644,0.0004811039,0.0001740706,0.001066874,0.0002940902,0.0003912443,0.000158747,0.00009429517,0.00000329658],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003058656,"about_ca_system_score_gemma":0.0003434841,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.4610958,"about_ca_topic_score_gemma":0.379912,"domain_scores_codex":[0.9963326,0.0001786938,0.0009903718,0.0007860387,0.000713976,0.0009983525],"domain_scores_gemma":[0.9984376,0.00007142315,0.0004812251,0.00071001,0.000124011,0.0001757612],"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":[0.0006882336,0.0009038551,0.1208208,0.0008949764,0.002613803,0.0005284807,0.0006775688,0.8309348,0.01703942,0.00983977,0.001601863,0.01345639],"study_design_scores_gemma":[0.002881871,0.0008102113,0.02915627,0.0001690871,0.000893008,0.0000602515,0.009402438,0.6618803,0.2035194,0.00003721665,0.08977029,0.001419654],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9950931,0.001052406,0.001113246,0.00001451674,0.0005015184,0.0005571442,0.00006200116,0.00007137992,0.001534688],"genre_scores_gemma":[0.9954216,0.00004553953,0.0001591268,0.00004451703,0.0002888004,0.0004534462,0.0007598593,0.00009779944,0.002729275],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.18648,"threshold_uncertainty_score":0.9997641,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01019610604745618,"score_gpt":0.2115770943659812,"score_spread":0.201380988318525,"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."}}