{"id":"W4402789379","doi":"10.1088/2753-3751/ad7ebd","title":"Energy system models should consider evolving charging profiles","year":2024,"lang":"en","type":"article","venue":"Environmental Research Energy","topic":"Hybrid Renewable Energy Systems","field":"Energy","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Hudbay Minerals (Canada); University of Toronto","funders":"Mitacs; Canada Research Chairs","keywords":"Energy (signal processing); Computer science; Environmental science; 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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001562698,0.0006099027,0.0005896246,0.0009160463,0.0006358559,0.0005514577,0.0007826569,0.0003581086,0.001381811],"category_scores_gemma":[0.00005716561,0.0005599876,0.0003005575,0.0007261499,0.0005075919,0.0009057733,0.0007305345,0.0006550069,0.0005684143],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00233056,"about_ca_system_score_gemma":0.0002418448,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01600455,"about_ca_topic_score_gemma":0.0007348813,"domain_scores_codex":[0.9922335,0.001124952,0.0008084782,0.001488956,0.002501457,0.001842646],"domain_scores_gemma":[0.9973941,0.0007529734,0.00008232478,0.00111124,0.00004383988,0.0006154788],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00004581745,0.0001642783,0.00006943884,0.000304012,0.0004200045,0.001687539,0.0004188961,0.08271582,0.0751323,0.7908559,0.01200705,0.03617894],"study_design_scores_gemma":[0.0004028612,0.0001107152,0.00002069201,0.0007185551,0.00002819159,0.0002881663,0.001879821,0.4884887,0.07828526,0.004918596,0.4240885,0.0007699142],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.05940767,0.08691976,0.03815057,0.001340871,0.005469023,0.0008282791,0.0002729927,0.004000791,0.80361],"genre_scores_gemma":[0.9519773,0.000901244,0.000248997,0.000099475,0.001285364,0.0006051069,0.0001816263,0.0003111612,0.04438969],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8925697,"threshold_uncertainty_score":0.9996852,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07224863629163635,"score_gpt":0.3063205703722379,"score_spread":0.2340719340806015,"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."}}