{"meta":{"query_hash":"251e3a869bf8","filters":{"venue":"2015 International Symposium on Smart Electric Distribution Systems and Technologies (EDST)"},"cohort_total":3,"direct_labels_cover":0,"predictions_cover":3,"exported":3,"export_cap":100000,"truncated":false,"label_status":"direct model label, unvalidated","prediction_status":"machine_predicted_unvalidated (Codex and Gemma teacher distillation)","score_status":"score_only:v0-immature-baseline","snapshot":{"source":"OpenAlex, pinned release, all 482 partitions","release":"2026-06-24","frame_built":"2026-07-12"},"permalink":"https://metacan.xera.ac/q/251e3a869bf8","api":"https://metacan.xera.ac/api/v1/cohort?venue=2015+International+Symposium+on+Smart+Electric+Distribution+Systems+and+Technologies+%28EDST%29"},"results":[{"id":"W1899015509","doi":"10.1109/sedst.2015.7315273","title":"Testing 750 node distribution grids and devices","year":2015,"lang":"en","type":"article","venue":"2015 International Symposium on Smart Electric Distribution Systems and Technologies (EDST)","topic":"Real-time simulation and control systems","field":"Engineering","cited_by":7,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Opal-Rt Technologies (Canada)","funders":"","keywords":"Computer science; Grid; Smart grid; Node (physics); Distribution grid; Distributed computing; Embedded system; Electrical engineering; Engineering","score_opus":0.013966596498017536,"score_gpt":0.23019356198826957,"score_spread":0.21622696549025203,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1899015509","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.90559614,0.00931483,0.044124696,0.0037417056,0.004609966,0.0018445738,0.0012010634,0.0066501494,0.022916872],"genre_scores_gemma":[0.9988299,0.00015884108,0.000023224882,0.000016714364,0.00016582943,0.0001166731,0.00052395463,0.000023685614,0.00014118855],"study_design_codex":"observational","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9981971,0.00004982243,0.0005359308,0.00038331313,0.00046664005,0.00036720157],"domain_scores_gemma":[0.99894285,0.00014293224,0.00016785973,0.00025207095,0.00036650422,0.00012780612],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00046396017,0.0003040894,0.00033810516,0.00013198657,0.00014128794,0.00036942537,0.000249002,0.00027404053,0.0000025515365],"category_scores_gemma":[0.00028829227,0.00027379976,0.0000467243,0.00047354438,0.00006452917,0.0003469839,0.00007802918,0.00024465198,0.00004344708],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0007405996,0.0007443599,0.27207947,0.0010409242,0.002159535,0.0001426645,0.00043071868,0.077166215,0.049241062,0.24546961,0.16116375,0.18962112],"study_design_scores_gemma":[0.002717052,0.00044682916,0.01978318,0.00031964458,0.000077501805,0.00029991815,0.00076158735,0.6409355,0.0020917552,0.00068847684,0.3308777,0.0010009005],"about_ca_topic_score_codex":0.00023234912,"about_ca_topic_score_gemma":0.00000657595,"teacher_disagreement_score":0.5637693,"about_ca_system_score_codex":0.00043112214,"about_ca_system_score_gemma":0.000032874435,"threshold_uncertainty_score":0.9999714},"labels":[],"label_agreement":null},{"id":"W1922828617","doi":"10.1109/sedst.2015.7315270","title":"Challenges of modeling electrical distribution networks in real-time","year":2015,"lang":"en","type":"article","venue":"2015 International Symposium on Smart Electric Distribution Systems and Technologies (EDST)","topic":"Real-time simulation and control systems","field":"Engineering","cited_by":7,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"RTDS Technologies (Canada)","funders":"","keywords":"Computer science; Bandwidth (computing); Variety (cybernetics); Distributed computing; Distributed generation; Task (project management); Electronic engineering; Electrical engineering; Telecommunications; Engineering; Systems engineering; Renewable energy","score_opus":0.01597076667999097,"score_gpt":0.2384388080826551,"score_spread":0.22246804140266413,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1922828617","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.74603915,0.02575195,0.16480261,0.0033696266,0.003932258,0.003325895,0.0005902438,0.005818604,0.04636968],"genre_scores_gemma":[0.99640095,0.0028965983,0.000009122917,0.0000027605713,0.0001033627,0.00011318231,0.00038715574,0.000024452624,0.000062409825],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9978549,0.000082797895,0.000779967,0.00037548094,0.00049657613,0.00041029672],"domain_scores_gemma":[0.99902046,0.00010569023,0.00017300803,0.00030029434,0.00030603766,0.00009450316],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00066612824,0.00028738697,0.00048571223,0.00022293889,0.000046197747,0.00009080231,0.00030780002,0.00038988813,0.0000023902244],"category_scores_gemma":[0.00014725863,0.00027079688,0.00007890151,0.0005619342,0.000038801947,0.00023851839,0.000054725733,0.0002924009,0.000021948734],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00033688382,0.00028085776,0.0026505818,0.000094079944,0.0002898738,0.000019641622,0.000084210194,0.8424946,0.004615984,0.11992862,0.0047075883,0.024497084],"study_design_scores_gemma":[0.0010058389,0.0001858971,0.0005536617,0.000106166844,0.000014656595,0.000028485196,0.00014467495,0.9935427,0.00031632493,0.0003374908,0.003497573,0.00026654327],"about_ca_topic_score_codex":0.00024608633,"about_ca_topic_score_gemma":0.000009766011,"teacher_disagreement_score":0.25036183,"about_ca_system_score_codex":0.00064362533,"about_ca_system_score_gemma":0.000037176364,"threshold_uncertainty_score":0.9999744},"labels":[],"label_agreement":null},{"id":"W1962356685","doi":"10.1109/sedst.2015.7315180","title":"Distribution system restoration based on cooperative multi-agent approach","year":2015,"lang":"en","type":"article","venue":"2015 International Symposium on Smart Electric Distribution Systems and Technologies (EDST)","topic":"Smart Grid and Power Systems","field":"Engineering","cited_by":6,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Waterloo","funders":"","keywords":"Computer science; Distribution (mathematics); Multi-agent system; Artificial intelligence","score_opus":0.017867707611812108,"score_gpt":0.2323852018078385,"score_spread":0.2145174941960264,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1962356685","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.10108038,0.0034203415,0.8231283,0.0021454392,0.031208422,0.004113562,0.004108851,0.009890224,0.020904515],"genre_scores_gemma":[0.9959682,0.00007203694,0.000043804223,0.000017574315,0.0004543295,0.00043995024,0.0027483287,0.000036889927,0.00021885945],"study_design_codex":"not_applicable","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9974727,0.00013104407,0.0006391401,0.0005385602,0.0007887173,0.00042982146],"domain_scores_gemma":[0.9986422,0.00008521522,0.00019563812,0.00045717662,0.00047048568,0.00014927301],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0007068731,0.00043167488,0.00042111578,0.00021063855,0.00019044483,0.0003181695,0.00040445203,0.0003987139,0.0000016862246],"category_scores_gemma":[0.00016116399,0.00037726856,0.00008808449,0.00062268524,0.000067809895,0.00023831053,0.00005698783,0.00038183318,0.00010899418],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00070878776,0.0011324643,0.008766763,0.00067944464,0.0007036692,0.00007592662,0.00030746602,0.28531644,0.0043115634,0.15922475,0.5361162,0.002656552],"study_design_scores_gemma":[0.0017550585,0.0005250414,0.00062050356,0.0002493324,0.00003406577,0.00007441468,0.0008665871,0.7461973,0.003238369,0.0000066783864,0.24584994,0.0005827072],"about_ca_topic_score_codex":0.000113671296,"about_ca_topic_score_gemma":0.00000444096,"teacher_disagreement_score":0.89488786,"about_ca_system_score_codex":0.0017498569,"about_ca_system_score_gemma":0.000070342605,"threshold_uncertainty_score":0.9998679},"labels":[],"label_agreement":null}]}