{"id":"W6999072169","doi":"","title":"Challenges in mitigating electricity price spikes","year":2025,"lang":"fi","type":"other","venue":"LUTPub (LUT University)","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Electricity; Mains electricity; Quarter (Canadian coin); Measure (data warehouse)","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","research_integrity","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0006345484,0.001274271,0.001502055,0.007345238,0.0003408759,0.0001050441,0.002045201,0.001605435,0.002577071],"category_scores_gemma":[0.0005520005,0.001765704,0.0004590654,0.006801708,0.0003644019,0.0004652655,0.0008486483,0.002124969,0.004668874],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003383009,"about_ca_system_score_gemma":0.001616612,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001460743,"about_ca_topic_score_gemma":0.009731892,"domain_scores_codex":[0.9934545,0.001071908,0.000573676,0.002212307,0.0007666169,0.001921017],"domain_scores_gemma":[0.9965944,0.00052207,0.0009136936,0.001282213,0.0002986604,0.0003890003],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.001793787,0.005590231,0.0193158,0.008194171,0.003731136,0.01244663,0.008623295,0.0005467313,0.006944626,0.6933889,0.06267862,0.1767461],"study_design_scores_gemma":[0.00251677,0.0001649404,0.005894763,0.002876415,0.0004213319,0.00001226066,0.002079347,0.0002451717,0.0004935981,0.0003095304,0.9832472,0.001738709],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.001697104,0.01128527,0.0002153703,0.0006557923,0.000499809,0.00122765,0.0002468799,0.000577788,0.9835944],"genre_scores_gemma":[0.01803562,0.01204109,0.0009478688,0.0000791657,0.0003433919,0.000002701374,0.00006734765,0.0006055749,0.9678773],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.9205685,"threshold_uncertainty_score":0.9996907,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02619718035979454,"score_gpt":0.2156095418079131,"score_spread":0.1894123614481185,"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."}}