{"meta":{"page":1,"per_page":50,"max_per_page":100,"total":3,"total_is_capped":false,"direct_labels_cover":0,"predictions_cover":3,"direct_label_status":"direct model label, unvalidated","prediction_status":"machine_predicted_unvalidated (Codex and Gemma teacher distillation)","score_status":"score_only:v0-immature-baseline (scores rank; they never assert a category)","snapshot":{"source":"OpenAlex, pinned release, all 482 partitions","release":"2026-06-24","frame_built":"2026-07-12","author_layer_release":"2026-06-26"},"query_hash":"4b3c2c2d3ccb","filters":{"venue":"2022 IEEE PES Innovative Smart Grid Technologies Conference Europe (ISGT-Europe)"}},"results":[{"id":"W4310175353","doi":"10.1109/isgt-europe54678.2022.9960628","title":"Low Voltage DC to Medium Voltage AC Step-up PV Grid-Connected Inverter Module With Robust DC-link Voltage Balancing, MPPT and Grid-Side Control","year":2022,"lang":"en","type":"article","venue":"2022 IEEE PES Innovative Smart Grid Technologies Conference Europe (ISGT-Europe)","topic":"Advanced DC-DC Converters","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"York University","funders":"","keywords":"Maximum power point tracking; Electrical engineering; Inverter; Voltage; Voltage regulation; Voltage controller; Transformer; Low voltage; Engineering; Electronic engineering; Voltage divider; Computer science; Voltage droop","authors":[{"name":"Kajanan Kanathipan","is_ca":true},{"name":"Muhammad Ali Masood Cheema","is_ca":false},{"name":"John Lam","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01271367096055829,"gpt":0.2044150661170591,"spread":0.1917013951565008,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00007211563,0.0002605183,0.0003219822,0.0002592645,0.0001915449,0.0004427122,0.0009231534,0.0003040704,0.003392532],"category_scores_gemma":[0.0001293399,0.0001331654,0.0001905363,0.0003657767,0.0001058601,0.0003130292,0.0003098333,0.0004063761,0.001025601],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001940286,"about_ca_system_score_gemma":0.0001416412,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003257885,"about_ca_topic_score_gemma":0.000816835,"domain_scores_codex":[0.9998436,0.00001041625,0.000007384426,0.00003492604,0.00009019404,0.00001341466],"domain_scores_gemma":[0.9999181,0.000009473782,0.00001530487,0.00002207532,0.00002802287,0.000007070852],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0002303179,0.000215143,0.001595674,0.0004174961,0.00007569172,0.0002469348,0.00006925293,0.009675139,0.6845278,0.003058839,0.002623316,0.2972644],"study_design_scores_gemma":[0.000168714,0.001392677,0.01187878,0.00006772109,0.0001383239,0.001723366,0.00004810496,0.2601494,0.6895912,0.002861596,0.03193401,0.00004595731],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1890874,0.0004149363,0.7862475,0.0001593142,0.00008238191,0.0002061551,0.0003715211,0.004424166,0.01900671],"genre_scores_gemma":[0.9444773,0.00009754603,0.04904663,0.00009465654,0.00003046474,0.00006848339,0.0002261294,0.00006905515,0.005889748],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.003392532,"threshold_uncertainty_score":0.0113492,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4310174523","doi":"10.1109/isgt-europe54678.2022.9960363","title":"AC Multi-Stage Transmission Network Expansion Planning considering a Multi-Voltage Approach","year":2022,"lang":"en","type":"article","venue":"2022 IEEE PES Innovative Smart Grid Technologies Conference Europe (ISGT-Europe)","topic":"Electric Power System Optimization","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Ontario Tech University","funders":"","keywords":"Compensation (psychology); AC power; Voltage; Transmission (telecommunications); Mathematical optimization; Computer science; Electric power system; Heuristic; Transmission system; Control theory (sociology); Power (physics); Electronic engineering; Engineering; Electrical engineering; Mathematics; Telecommunications","authors":[{"name":"Patricio Cajas","is_ca":false},{"name":"Santiago P. Torres","is_ca":false},{"name":"José E. Chillogalli","is_ca":false},{"name":"Harold R. Chamorro","is_ca":false},{"name":"Vijay K. Sood","is_ca":true},{"name":"Rubén R. Romero","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.05748314071484616,"gpt":0.2596484502170264,"spread":0.2021653095021802,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004548617,0.0006082991,0.0006923949,0.0005560814,0.0003719697,0.0008190782,0.0008248487,0.0009150674,0.00258057],"category_scores_gemma":[0.0009031894,0.000549047,0.0006009077,0.0007385756,0.0003270975,0.0009315747,0.0004641874,0.0006970569,0.0001382612],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008176226,"about_ca_system_score_gemma":0.0008786484,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01043888,"about_ca_topic_score_gemma":0.01149992,"domain_scores_codex":[0.9997143,0.0001043571,0.000009353051,0.00005254275,0.00006646866,0.00005302544],"domain_scores_gemma":[0.9996177,0.0002076053,0.00005242346,0.00001601131,0.000078973,0.00002717153],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.000009278081,0.000007613455,0.000101221,0.000009953017,0.000004527458,0.00002716625,0.000005822216,0.9962036,0.0002449493,0.0006235735,0.00006288623,0.002699368],"study_design_scores_gemma":[0.000002427284,0.00001148464,0.00004584026,0.00000123992,0.000002725293,0.000004268903,0.000003410689,0.999432,0.00007926881,0.0003328207,0.00008312982,0.000001209455],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1186343,0.0004536612,0.8691154,0.0002757245,0.00004171269,0.0001492368,0.0001557837,0.0002289008,0.01094525],"genre_scores_gemma":[0.9371226,0.0001833813,0.05866509,0.00003482176,0.00001418837,0.000124221,0.00008816725,0.00002486212,0.003742621],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01043888,"threshold_uncertainty_score":0.02075624,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4310174521","doi":"10.1109/isgt-europe54678.2022.9960637","title":"Optimal Planning of Electric Vehicles Energy Exchange in Parking Lots Considering Uncertainties","year":2022,"lang":"en","type":"article","venue":"2022 IEEE PES Innovative Smart Grid Technologies Conference Europe (ISGT-Europe)","topic":"Electric Vehicles and Infrastructure","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Ontario Tech University","funders":"","keywords":"Energy exchange; Computer science; Energy (signal processing); Electric vehicle; Automotive engineering; Transport engineering; Engineering; Power (physics)","authors":[{"name":"David Sanchez","is_ca":false},{"name":"Santiago P. Torres","is_ca":false},{"name":"José E. Chillogalli","is_ca":false},{"name":"Harold R. Chamorro","is_ca":false},{"name":"L. G. González","is_ca":false},{"name":"Vijay K. Sood","is_ca":true},{"name":"Rubén R. Romero","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.02054315629458065,"gpt":0.221180347715795,"spread":0.2006371914212143,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001089034,0.0008405538,0.001310153,0.0006711778,0.0006204022,0.00170465,0.0008542658,0.001199255,0.002918765],"category_scores_gemma":[0.00197745,0.001238436,0.0007783385,0.0008744528,0.001090195,0.001052454,0.001008034,0.001033273,0.0002194161],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001597163,"about_ca_system_score_gemma":0.00201506,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01391964,"about_ca_topic_score_gemma":0.01164156,"domain_scores_codex":[0.9994674,0.0002126778,0.00001786278,0.00009957881,0.00005917301,0.0001432639],"domain_scores_gemma":[0.9988951,0.000723337,0.0001182891,0.00002769858,0.0001146998,0.0001209681],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00003642109,0.00000777524,0.0001256432,0.00001106312,0.00000679714,0.00003736368,0.00001130789,0.9972927,0.0001221244,0.001411003,0.00008326137,0.0008545024],"study_design_scores_gemma":[0.000005495308,0.00001661969,0.00008897917,0.000002572749,0.000003790097,0.000003875273,0.00001889382,0.9985984,0.00009145161,0.001069336,0.00009733201,0.000003284425],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.3570962,0.0008401325,0.6208059,0.0007052961,0.00009974084,0.0002687364,0.0006113618,0.0003628054,0.01920982],"genre_scores_gemma":[0.9853302,0.0001032443,0.01184357,0.00002775008,0.000007420561,0.00007803505,0.00008537484,0.00002545704,0.002498994],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01391964,"threshold_uncertainty_score":0.02767724,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null}]}