{"id":"W6991905307","doi":"","title":"Intelligent computational infrastructures for optimized autonomous distributed energy generation in remote communities","year":2015,"lang":"en","type":"dissertation","venue":"Mspace (University of Manitoba)","topic":"Hybrid Renewable Energy Systems","field":"Energy","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Natural Sciences and Engineering Research Council of Canada; Comic Relief; University of Manitoba","keywords":"Renewable energy; Distributed generation; Cost of electricity by source; Grid; Energy supply; Work (physics); Smart grid; Microgrid; Energy storage","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008442436,0.0005906401,0.000561532,0.0004741302,0.0009924802,0.0018342,0.001235125,0.0009021398,0.003572734],"category_scores_gemma":[0.00222743,0.0004484227,0.0006264294,0.0005129422,0.0009314021,0.001427521,0.002985502,0.001167121,0.0004629829],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001451129,"about_ca_system_score_gemma":0.002231702,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00653298,"about_ca_topic_score_gemma":0.007132745,"domain_scores_codex":[0.9996113,0.0001287773,0.00001988172,0.00007394848,0.00009562566,0.00007054565],"domain_scores_gemma":[0.9993794,0.0003130991,0.00006559785,0.00008298302,0.0000876396,0.00007120899],"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":[0.00005611574,0.00006153054,0.000695386,0.00005009224,0.00002383084,0.00008046783,0.00008485192,0.9529293,0.001642626,0.02647284,0.0008793135,0.01702358],"study_design_scores_gemma":[0.00001944076,0.0000182118,0.0001071543,0.000006188718,0.000004300099,0.000007684024,0.00004512777,0.988444,0.0003662641,0.009286447,0.001690805,0.000004356018],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1070841,0.0004975403,0.8621156,0.001169682,0.0001187815,0.0003301651,0.0001668168,0.001344421,0.02717295],"genre_scores_gemma":[0.8077462,0.0003162713,0.1873337,0.0000740501,0.0000288252,0.0003698224,0.0002222763,0.00009979586,0.003809022],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.00653298,"threshold_uncertainty_score":0.01298988,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02317497198588358,"score_gpt":0.2304909771819537,"score_spread":0.2073160051960701,"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."}}