{"id":"W4410980574","doi":"10.1088/2634-4505/ade004","title":"A multi period community energy system optimization model for Arctic and Northern communities considering both thermal and electric loads","year":2025,"lang":"en","type":"article","venue":"Environmental Research Infrastructure and Sustainability","topic":"Integrated Energy Systems Optimization","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Carleton University","funders":"Carleton University","keywords":"Arctic; Period (music); Energy system; Environmental science; The arctic; Energy (signal processing); Thermal; Climatology; Geography; Meteorology; Oceanography; Geology; Physics; Mathematics; Statistics","routes":{"ca_aff":true,"ca_fund":true,"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":[0.001180656,0.001024672,0.0009097652,0.0008226709,0.001024523,0.001675609,0.001256419,0.002216468,0.006542134],"category_scores_gemma":[0.002121097,0.0007903602,0.001206413,0.0009453496,0.0006750457,0.0007698103,0.001113799,0.00147515,0.0003928435],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002413433,"about_ca_system_score_gemma":0.002372596,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.09631305,"about_ca_topic_score_gemma":0.06000042,"domain_scores_codex":[0.9995947,0.0001913535,0.00001099113,0.00006222186,0.00004815907,0.00009257319],"domain_scores_gemma":[0.999044,0.000580437,0.00008680398,0.00002141645,0.0001871343,0.00008023417],"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":[0.00001865162,0.00001099839,0.0002500092,0.000006250264,0.000007340846,0.00004382361,0.000008322245,0.9985396,0.00004907524,0.0005774563,0.0001037406,0.0003847725],"study_design_scores_gemma":[0.000006316946,0.00001153962,0.0001189651,0.000002748491,0.000004182903,0.000004119769,0.00002052823,0.9994815,0.00002004887,0.0002225652,0.0001050399,0.000002454917],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7700611,0.0006042343,0.1660225,0.001456827,0.0001242599,0.0003042013,0.001927644,0.000308198,0.05919111],"genre_scores_gemma":[0.9763277,0.0001422952,0.01107295,0.00006628862,0.00001418657,0.0002288135,0.0003518648,0.00003794863,0.01175803],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.09631305,"threshold_uncertainty_score":0.1915049,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01055224928428741,"score_gpt":0.244200892428393,"score_spread":0.2336486431441056,"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."}}