{"id":"W2905537118","doi":"","title":"Wind and Solar Curtailment: International Experience and Practices","year":2013,"lang":"en","type":"article","venue":"Technical University of Denmark, DTU Orbit (Technical University of Denmark, DTU)","topic":"Photovoltaic Systems and Sustainability","field":"Environmental Science","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"Hydro-Québec","funders":"Office of Energy Efficiency; National Renewable Energy Laboratory; U.S. Department of Energy","keywords":"Solar wind; Meteorology; Environmental science; Geography; Physics","routes":{"ca_aff":true,"ca_fund":false,"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":[0.0006068315,0.0003055475,0.0005559332,0.0001552294,0.0003556005,0.00003752062,0.001167458,0.0004125621,0.004159927],"category_scores_gemma":[0.0003843385,0.0003529293,0.0001770166,0.0004297624,0.002514624,0.001246072,0.002036098,0.0004856806,0.0001045996],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000400598,"about_ca_system_score_gemma":0.00006130214,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009793818,"about_ca_topic_score_gemma":0.0008684318,"domain_scores_codex":[0.997446,0.0001802952,0.0003648026,0.0008465068,0.0007125057,0.0004498802],"domain_scores_gemma":[0.9978356,0.0003645877,0.000644295,0.0006183598,0.0001399773,0.000397134],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001394573,0.002101092,0.7498189,0.0003786401,0.0003076113,0.0005014177,0.003301565,0.0000614631,0.19645,0.002036944,0.02673239,0.01691538],"study_design_scores_gemma":[0.002535413,0.0005545011,0.8813118,0.0001613939,0.0001741636,0.0001833129,0.01057083,0.000916445,0.001262618,0.001675947,0.09975297,0.0009005948],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9757509,0.0001042071,0.001358396,0.001145241,0.00006378387,0.0007724366,0.0000292677,0.00007998532,0.02069576],"genre_scores_gemma":[0.9924459,0.000408458,0.005003389,0.00004921608,0.00001443961,4.790316e-7,0.000005530257,0.00001333013,0.002059218],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1951874,"threshold_uncertainty_score":0.9998923,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01031164433010289,"score_gpt":0.2209698165533283,"score_spread":0.2106581722232254,"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."}}