{"id":"W2548767124","doi":"","title":"Impact of solar production on Czech electricity grid system imbalance","year":2016,"lang":"en","type":"preprint","venue":"LA Referencia (Red Federada de Repositorios Institucionales de Publicaciones Científicas)","topic":"Electric Power System Optimization","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Grantová Agentura České Republiky; European Commission; McGill University","keywords":"Photovoltaics; Czech; Electricity; Volatility (finance); Photovoltaic system; Electricity generation; Stand-alone power system; Economics; Grid parity; Grid; Production (economics); Natural resource economics; Business; Econometrics; Macroeconomics; Engineering; Power (physics); Geography; Electrical engineering; Physics","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0007880775,0.000836651,0.001016855,0.0009502084,0.0003001829,0.0001775708,0.0008274621,0.001135766,0.0000094791],"category_scores_gemma":[0.0004777442,0.0007355366,0.0005165918,0.0008793361,0.00001980508,0.0003186758,0.000214925,0.00122731,0.00001577158],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00428505,"about_ca_system_score_gemma":0.0008079112,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000001989159,"about_ca_topic_score_gemma":0.00001841137,"domain_scores_codex":[0.9954429,0.0004223475,0.001219373,0.001031102,0.001008229,0.0008759936],"domain_scores_gemma":[0.9967179,0.0001644635,0.0007548093,0.001239287,0.000781639,0.0003419425],"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":[0.001547096,0.002096781,0.006187957,0.008227988,0.004652903,0.0003393439,0.002187277,0.2849289,0.09656897,0.5703398,0.01628665,0.006636308],"study_design_scores_gemma":[0.009607047,0.002327279,0.07340684,0.02010694,0.001779553,0.008699071,0.0002750269,0.1852385,0.2202454,0.001916851,0.4648207,0.01157687],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5250002,0.004226168,0.2305065,0.00320599,0.02503228,0.008145731,0.001240587,0.007434332,0.1952081],"genre_scores_gemma":[0.9964619,0.0002644146,0.0008859888,0.00000673561,0.001421301,0.0004862343,0.0002379253,0.0001486837,0.00008676409],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5684229,"threshold_uncertainty_score":0.9995373,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01340841147298945,"score_gpt":0.2332316005860857,"score_spread":0.2198231891130962,"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."}}