{"meta":{"query_hash":"3d716b43323e","filters":{"venue":"Power electronics and power systems"},"cohort_total":9,"direct_labels_cover":0,"predictions_cover":9,"exported":9,"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/3d716b43323e","api":"https://metacan.xera.ac/api/v1/cohort?venue=Power+electronics+and+power+systems"},"results":[{"id":"W307694382","doi":"10.1007/978-3-319-06680-6_7","title":"Practical Issues for Implementation of Online Dynamic Security Assessment Systems","year":2014,"lang":"en","type":"book-chapter","venue":"Power electronics and power systems","topic":"Power System Reliability and Maintenance","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"BC Hydro (Canada); Powertech Labs (Canada)","funders":"","keywords":"Computer science; Dynamic assessment; Online assessment; Systems engineering; Computer security; Engineering management; Risk analysis (engineering); Engineering; Business; Formative assessment; Sociology","score_opus":0.009212473532152066,"score_gpt":0.3030634357550883,"score_spread":0.2938509622229363,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W307694382","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":[0.0063336883,0.26384395,0.4850801,0.0015633701,0.03002285,0.019034924,0.008515832,0.0015580595,0.1840472],"genre_scores_gemma":[0.9790408,0.003217968,0.00021734065,0.000018787636,0.00013864509,0.00017542655,0.00033870328,0.00019276187,0.016659541],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.997106,0.00006659087,0.0011905705,0.0005531073,0.00044677287,0.00063691294],"domain_scores_gemma":[0.9981845,0.00021457473,0.00048518257,0.00062586827,0.00033291386,0.0001569829],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0009532793,0.00059641147,0.0012053524,0.00016658223,0.00007390416,0.000120978955,0.00021592951,0.00052242016,0.000035395125],"category_scores_gemma":[0.000017974427,0.0005745085,0.00022371647,0.000041013045,0.00006822256,0.00011175484,0.00005508959,0.00053338683,0.0000073720503],"study_design_candidate":"not_applicable","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":[0.000042487594,0.000053324013,0.00003643208,0.0057917973,0.0010003714,0.0000066190073,0.0005100058,0.0003039215,0.00023399659,0.9710134,0.020740245,0.00026736216],"study_design_scores_gemma":[0.00070621294,0.0007977772,0.000026271293,0.0007518308,0.00019276154,0.00008199787,0.0003314253,0.021384928,0.00002475429,0.0014529474,0.9735312,0.00071789516],"about_ca_topic_score_codex":0.000094877934,"about_ca_topic_score_gemma":0.00020939768,"teacher_disagreement_score":0.97270715,"about_ca_system_score_codex":0.00046229368,"about_ca_system_score_gemma":0.00023845893,"threshold_uncertainty_score":0.9996706},"labels":[],"label_agreement":null},{"id":"W3172277992","doi":"10.1007/978-3-030-67482-3_16","title":"Use of Voltage and Transient Security Assessment Tools for Grid Operations at BC Hydro","year":2021,"lang":"en","type":"book-chapter","venue":"Power electronics and power systems","topic":"Power System Optimization and Stability","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"BC Hydro (Canada)","funders":"","keywords":"Transient (computer programming); Grid; Computer science; Matching (statistics); Transient voltage suppressor; Transient analysis; Systems engineering; Voltage; Engineering; Operating system; Electrical engineering; Transient response","score_opus":0.017872358614982004,"score_gpt":0.2299530504759302,"score_spread":0.2120806918609482,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3172277992","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":[0.019059956,0.1593458,0.44883716,0.0003106008,0.012295145,0.011559348,0.010716997,0.00076209614,0.3371129],"genre_scores_gemma":[0.9585974,0.0038251102,0.00021817531,0.00003614732,0.000045017387,0.00015800363,0.00064895395,0.00015881787,0.036312353],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.9979527,0.000040113875,0.0008092564,0.0005111852,0.0002886024,0.0003981558],"domain_scores_gemma":[0.99876297,0.0001941998,0.000118399366,0.00050242856,0.00024532672,0.00017670968],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0003667839,0.00046913803,0.0008653576,0.0001126079,0.00013521891,0.00030034265,0.00010991305,0.00038444233,0.00014249746],"category_scores_gemma":[0.000022149574,0.00047324417,0.00018893083,0.000045949233,0.000058560752,0.0002364602,0.000053862397,0.00031319054,0.0000018808574],"study_design_candidate":"not_applicable","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":[0.00018072697,0.00031430763,0.0003266141,0.008151036,0.003730893,0.000043916927,0.006620262,0.04575243,0.003297676,0.8954538,0.03555183,0.00057649775],"study_design_scores_gemma":[0.0005041592,0.00023120054,0.000032549142,0.00028001,0.0001255098,0.00004156904,0.000054982025,0.041738823,0.00011301836,0.0000648355,0.95619875,0.0006145972],"about_ca_topic_score_codex":0.000025364307,"about_ca_topic_score_gemma":0.00025637285,"teacher_disagreement_score":0.93953747,"about_ca_system_score_codex":0.00030441963,"about_ca_system_score_gemma":0.00014742177,"threshold_uncertainty_score":0.99977195},"labels":[],"label_agreement":null},{"id":"W4402808469","doi":"10.1007/978-3-031-62867-2_9","title":"Experiences on Use of State Estimator at Hydro One","year":2024,"lang":"en","type":"book-chapter","venue":"Power electronics and power systems","topic":"Water Systems and Optimization","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Hydro One (Canada); Barrie Urology Group","funders":"","keywords":"State (computer science); Estimator; State estimator; Environmental science; Computer science; Statistics; Mathematics; Algorithm","score_opus":0.011692196465932857,"score_gpt":0.19007548228162924,"score_spread":0.17838328581569637,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4402808469","genre_codex":"other","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.040185314,0.16911529,0.0040597897,0.00007091514,0.013198322,0.0026107186,0.0006479367,0.0011041145,0.7690076],"genre_scores_gemma":[0.6863879,0.0013225081,0.000025486097,0.000007874662,0.00005808596,0.000050290524,0.000045251618,0.0001841187,0.31191847],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.9982816,0.00001143476,0.0005917025,0.00039613157,0.0003447229,0.0003744167],"domain_scores_gemma":[0.9992512,0.000048232752,0.00014196649,0.00038533856,0.000059839032,0.000113437956],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00013009545,0.00044800597,0.00062641123,0.00020806043,0.00005538869,0.00017330682,0.00012764985,0.00027798055,0.00008545439],"category_scores_gemma":[0.0000032736366,0.0004023183,0.00011030756,0.000041249972,0.000046066205,0.000111322996,0.000053492542,0.00029205807,0.00008745213],"study_design_candidate":"not_applicable","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":[0.00026804642,0.00011760664,0.0000580765,0.006602332,0.0039344346,0.000212268,0.025973322,0.13966602,0.0013020952,0.7181849,0.1033296,0.00035130684],"study_design_scores_gemma":[0.00021750081,0.00041736002,0.0000023806529,0.0015756015,0.00008136721,0.00004929685,0.000058261627,0.022151947,0.00066497154,0.00048224488,0.9734929,0.0008061189],"about_ca_topic_score_codex":0.00002782846,"about_ca_topic_score_gemma":0.000049271355,"teacher_disagreement_score":0.8701633,"about_ca_system_score_codex":0.00019949325,"about_ca_system_score_gemma":0.000034102613,"threshold_uncertainty_score":0.9998429},"labels":[],"label_agreement":null},{"id":"W4402808484","doi":"10.1007/978-3-031-62867-2_13","title":"BC Hydro’s Experience with State Estimator in Real-Time Operations","year":2024,"lang":"en","type":"book-chapter","venue":"Power electronics and power systems","topic":"Power System Optimization and Stability","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"BC Hydro (Canada)","funders":"","keywords":"State (computer science); Estimator; Computer science; Real-time computing; Statistics; Mathematics; Algorithm","score_opus":0.00596382394330494,"score_gpt":0.20979195961581107,"score_spread":0.20382813567250613,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4402808484","genre_codex":"other","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0045864047,0.02310333,0.012303827,0.000047214286,0.0017056162,0.0015674088,0.00020811717,0.0008187747,0.95565933],"genre_scores_gemma":[0.7639053,0.0015327125,0.00013129023,0.000015784924,0.000023383946,0.00012457691,0.00007755028,0.0002768501,0.23391257],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.99765193,0.000022155102,0.0007599314,0.0006106695,0.00036192985,0.0005934041],"domain_scores_gemma":[0.99901575,0.00005409342,0.00006679254,0.00055714895,0.000100739606,0.00020545542],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00037249498,0.00058864674,0.0007050991,0.00031191055,0.00008011799,0.0003103593,0.00020113979,0.0003137659,0.00021899644],"category_scores_gemma":[0.0000059958566,0.00052282255,0.0000774365,0.00013359578,0.00007836647,0.00017167453,0.000046843295,0.0005573711,0.00018480647],"study_design_candidate":"theoretical_or_conceptual","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":[0.00021375123,0.00013769763,0.0004319628,0.0026813825,0.0013570159,0.0006629315,0.020754116,0.20381504,0.0008445979,0.7619899,0.0069392463,0.00017237064],"study_design_scores_gemma":[0.00092285796,0.00058035756,0.000047616595,0.0019743154,0.00010176749,0.0003087303,0.00026828013,0.28387377,0.0000768666,0.0007622961,0.7085003,0.0025828357],"about_ca_topic_score_codex":0.0001063277,"about_ca_topic_score_gemma":0.0003926423,"teacher_disagreement_score":0.7612276,"about_ca_system_score_codex":0.00040407397,"about_ca_system_score_gemma":0.00016131249,"threshold_uncertainty_score":0.99972236},"labels":[],"label_agreement":null},{"id":"W4402808563","doi":"10.1007/978-3-031-62867-2_2","title":"State Estimation Algorithms","year":2024,"lang":"en","type":"book-chapter","venue":"Power electronics and power systems","topic":"Power System Optimization and Stability","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of New Brunswick","funders":"","keywords":"Estimation; State (computer science); Computer science; Algorithm; Engineering; Systems engineering","score_opus":0.006256912051579726,"score_gpt":0.20311057448200998,"score_spread":0.19685366243043026,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4402808563","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.000038315837,0.10977408,0.082923934,0.000050532162,0.005284644,0.00083851255,0.0003100709,0.0009663743,0.7998135],"genre_scores_gemma":[0.38506186,0.0041555944,0.00017237845,0.00003689663,0.00005352324,0.00007888885,0.00020691063,0.0004584474,0.6097755],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.9978317,0.000018733976,0.00071795477,0.00054155523,0.00037677382,0.000513255],"domain_scores_gemma":[0.99901897,0.00004965414,0.00011112119,0.00051599275,0.000108531945,0.00019573884],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0003791611,0.00060602167,0.000659518,0.00023844173,0.0000755403,0.00035875005,0.00017797397,0.00040956412,0.00020724385],"category_scores_gemma":[0.00000635805,0.00058934203,0.00015306161,0.00007164974,0.000048400372,0.00013116792,0.000051635005,0.0006413454,0.0003676437],"study_design_candidate":"theoretical_or_conceptual","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":[0.00003307541,0.00003590362,0.000011313158,0.0031679976,0.0017444481,0.00010897051,0.0025055925,0.047865547,0.000045777455,0.90303564,0.039343145,0.0021025597],"study_design_scores_gemma":[0.00015911668,0.000105583706,0.000002167248,0.000334331,0.00006488738,0.00007602561,0.000014557093,0.16811126,0.000008391093,0.004578015,0.8258779,0.0006677426],"about_ca_topic_score_codex":0.000008736922,"about_ca_topic_score_gemma":0.00001482152,"teacher_disagreement_score":0.89845765,"about_ca_system_score_codex":0.00034441685,"about_ca_system_score_gemma":0.00008983659,"threshold_uncertainty_score":0.9996558},"labels":[],"label_agreement":null},{"id":"W4402808676","doi":"10.1007/978-3-031-62867-2_20","title":"Implementation of Distribution Linear State Estimator: ComEd Experience","year":2024,"lang":"en","type":"book-chapter","venue":"Power electronics and power systems","topic":"Power System Optimization and Stability","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Ballard Power Systems (Canada)","funders":"","keywords":"Estimator; State (computer science); Statistics; Mathematics; Geography; Environmental science; Computer science; Algorithm","score_opus":0.007327005062348362,"score_gpt":0.2442415231971471,"score_spread":0.23691451813479872,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4402808676","genre_codex":"other","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":[0.015679445,0.18658458,0.30080417,0.00015262321,0.016256584,0.0056592096,0.008615757,0.0021962065,0.46405146],"genre_scores_gemma":[0.98203623,0.0010837477,0.00002315199,0.0000048386005,0.000015272177,0.00004504015,0.00033266228,0.000100003905,0.016359067],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.99807453,0.000019132713,0.0008241765,0.00037801135,0.00033518783,0.00036894204],"domain_scores_gemma":[0.99913204,0.000039060586,0.00017834497,0.00038381622,0.00013931819,0.0001274232],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00026658177,0.00040761518,0.00057667366,0.00011232559,0.000056974528,0.00009231171,0.00014698063,0.0002229827,0.00016478407],"category_scores_gemma":[0.0000045373754,0.00040227384,0.000118674114,0.000072917486,0.0000631734,0.00010765518,0.000045850415,0.00031761808,0.00003472418],"study_design_candidate":"not_applicable","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":[0.000068154135,0.00006000421,0.000725933,0.004893177,0.0014922525,0.00004012768,0.00862517,0.008417766,0.0005226722,0.9611844,0.013237703,0.00073266035],"study_design_scores_gemma":[0.00048270464,0.00029188205,0.00007118735,0.0004732413,0.00010343039,0.00005192754,0.0003893122,0.02780486,0.00038320883,0.0011278068,0.967907,0.00091342814],"about_ca_topic_score_codex":0.000029384108,"about_ca_topic_score_gemma":0.00003884425,"teacher_disagreement_score":0.96635675,"about_ca_system_score_codex":0.00028334302,"about_ca_system_score_gemma":0.00009046087,"threshold_uncertainty_score":0.99984294},"labels":[],"label_agreement":null},{"id":"W4402808972","doi":"10.1007/978-3-031-62867-2_6","title":"External Modeling for State Estimation and Network Applications at BC Hydro","year":2024,"lang":"en","type":"book-chapter","venue":"Power electronics and power systems","topic":"Power System Optimization and Stability","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"BC Hydro (Canada)","funders":"","keywords":"Estimation; State (computer science); Computer science; Environmental science; Engineering; Systems engineering; Algorithm","score_opus":0.007702505451204751,"score_gpt":0.21151568773473334,"score_spread":0.2038131822835286,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4402808972","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"methods","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.00011553051,0.105360314,0.81573206,0.000022587807,0.0010744975,0.0015574903,0.00020103867,0.0003213662,0.07561513],"genre_scores_gemma":[0.81570077,0.005573035,0.00089734705,0.000037538797,0.00014674565,0.0007587303,0.0002785427,0.00042128548,0.17618598],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9981529,0.0000124051085,0.0006358317,0.0005230357,0.00020823356,0.00046757242],"domain_scores_gemma":[0.9991879,0.00007298437,0.0001101524,0.00036732646,0.000096430536,0.0001651981],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00038023718,0.00045344967,0.00053987815,0.00011221452,0.0001697832,0.00024968176,0.00011847145,0.0002923898,0.000030990555],"category_scores_gemma":[0.0000034867805,0.00045933426,0.00011250963,0.00004659894,0.00003227077,0.00009465384,0.00006192888,0.00031209952,0.00003253754],"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":[0.000035305056,0.000008828048,0.000010641761,0.0015319164,0.00037174605,0.0000029377297,0.00046600765,0.6376988,0.000023204318,0.3567812,0.0025202679,0.0005491209],"study_design_scores_gemma":[0.00014535073,0.000048803606,3.8748797e-7,0.00022846911,0.00006158967,0.000030969466,0.000004750125,0.6861297,0.0000016752803,0.011518844,0.3014781,0.00035138254],"about_ca_topic_score_codex":0.000007818422,"about_ca_topic_score_gemma":0.000035201778,"teacher_disagreement_score":0.81558526,"about_ca_system_score_codex":0.00029624347,"about_ca_system_score_gemma":0.000048833226,"threshold_uncertainty_score":0.99978584},"labels":[],"label_agreement":null},{"id":"W4406237252","doi":"10.1007/978-3-031-73978-1_3","title":"Resilience of Transmission Systems","year":2025,"lang":"en","type":"book-chapter","venue":"Power electronics and power systems","topic":"Power System Reliability and Maintenance","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"McGill University","funders":"","keywords":"Resilience (materials science); Computer science; Geography; Physics","score_opus":0.003983860520113571,"score_gpt":0.18621545689429764,"score_spread":0.18223159637418407,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4406237252","genre_codex":"other","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.000109739354,0.2808131,0.017840736,0.000031126914,0.0036803805,0.0010584107,0.00015093727,0.00026165604,0.6960539],"genre_scores_gemma":[0.67364985,0.012199875,0.000024744644,0.000015852587,0.000056840512,0.00005593019,0.000025365904,0.00013365978,0.3138379],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.99718857,0.00004588497,0.0010847175,0.0005900218,0.00045681046,0.0006340269],"domain_scores_gemma":[0.99841255,0.00014147813,0.00024341518,0.0008161447,0.00020242113,0.00018397324],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00058026967,0.00063767406,0.001199552,0.0002685147,0.000078020516,0.00008907413,0.00041964414,0.00071777357,0.000038077425],"category_scores_gemma":[0.00001552714,0.0005895229,0.00022296254,0.000095759424,0.00011215547,0.00010311157,0.000054032396,0.00066754676,0.000019924528],"study_design_candidate":"not_applicable","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":[0.00007956111,0.000038051,0.000020460935,0.008694252,0.00066995784,0.000031682994,0.0006375335,0.0029229573,0.0009786842,0.942163,0.0425581,0.0012057886],"study_design_scores_gemma":[0.00027113993,0.00021493809,0.0000045125694,0.0034731464,0.00008153008,0.000056512436,0.000040970983,0.004174522,0.00009871239,0.00053465535,0.99045736,0.00059198914],"about_ca_topic_score_codex":0.0000469788,"about_ca_topic_score_gemma":0.000007860909,"teacher_disagreement_score":0.9478993,"about_ca_system_score_codex":0.00023969948,"about_ca_system_score_gemma":0.00021020327,"threshold_uncertainty_score":0.9996556},"labels":[],"label_agreement":null},{"id":"W51598222","doi":"10.1007/978-1-4614-1803-0_7","title":"Reduction of Large Power System Models: A Case Study","year":2013,"lang":"en","type":"book-chapter","venue":"Power electronics and power systems","topic":"Power System Optimization and Stability","field":"Engineering","cited_by":7,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Powertech Labs (Canada); BC Hydro (Canada)","funders":"","keywords":"Reduction (mathematics); Benchmarking; Computer science; Computation; Reliability engineering; Electric power system; Software; Range (aeronautics); Power (physics); Work (physics); Engineering; Algorithm; Mathematics","score_opus":0.011217966304347057,"score_gpt":0.2100613965986379,"score_spread":0.19884343029429086,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W51598222","genre_codex":"other","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":[0.019341564,0.055235837,0.029637543,0.000016900678,0.00783351,0.0062976484,0.0005254918,0.0012149247,0.8798966],"genre_scores_gemma":[0.9712877,0.000254471,0.000024374753,0.0000046085206,0.00003266929,0.00012430403,0.00002832475,0.00023111448,0.028012382],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.99629605,0.000121198835,0.0014943931,0.000768026,0.0005822772,0.0007380767],"domain_scores_gemma":[0.9976498,0.00005292149,0.00044204007,0.0011407251,0.00043815342,0.00027637332],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00088623085,0.000848895,0.0014107982,0.0003752402,0.00015559029,0.00017390081,0.00026700512,0.00066527113,0.00016509258],"category_scores_gemma":[0.000007194765,0.0008211638,0.0002508144,0.00011971495,0.000056967714,0.0002930505,0.00009327938,0.0006843162,0.000077943805],"study_design_candidate":"theoretical_or_conceptual","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":[0.00015856836,0.0008041159,0.000089634515,0.0062745316,0.005191445,0.001389204,0.026615059,0.024067732,0.00014394896,0.9096836,0.025422981,0.00015917922],"study_design_scores_gemma":[0.005944872,0.003975348,0.000013356479,0.002933736,0.0012361762,0.022133006,0.036216814,0.25472593,0.00004650141,0.0009134119,0.6655581,0.0063027428],"about_ca_topic_score_codex":0.00015003479,"about_ca_topic_score_gemma":0.00005542366,"teacher_disagreement_score":0.9519462,"about_ca_system_score_codex":0.000502885,"about_ca_system_score_gemma":0.00012984202,"threshold_uncertainty_score":0.9994239},"labels":[],"label_agreement":null}]}