{"meta":{"page":1,"per_page":50,"max_per_page":100,"total":6,"total_is_capped":false,"direct_labels_cover":0,"predictions_cover":6,"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"},"query_hash":"04d1c4ed2fd1","filters":{"venue":"Revista ECIPeru"}},"results":[{"id":"W4242254677","doi":"10.33017/reveciperu2016.0002/","title":"Estudio fractal de la superficie de la hoja de la especie vegetal Copaifera sp. haciendo uso del Microscopio de Fuerza Atómica-AFM","year":2018,"lang":"es","type":"article","venue":"Revista ECIPeru","topic":"Leaf Properties and Growth Measurement","field":"Agricultural and Biological Sciences","cited_by":9,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Fractal Systems (Canada)","funders":"","keywords":"Humanities; Atomic force microscopy; Physics; Art; Materials science; Nanotechnology","retraction":null,"screen_n_in":null,"score":{"opus":0.01753201849723043,"gpt":0.2689389793414437,"spread":0.2514069608442133,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","scholarly_communication","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.004376567,0.0006013038,0.0006722619,0.00004197726,0.001006476,0.001663248,0.0009520582,0.0006155024,0.0009394005],"category_scores_gemma":[0.0009780608,0.0003084862,0.000437337,0.000439919,0.001740951,0.0002226807,0.0003618865,0.0007599526,0.0003308706],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008244849,"about_ca_system_score_gemma":0.0004692862,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007440607,"about_ca_topic_score_gemma":0.00004993923,"domain_scores_codex":[0.9944347,0.001829344,0.0006194329,0.000852135,0.0006571346,0.001607271],"domain_scores_gemma":[0.9976894,0.0009206478,0.0002034453,0.000317518,0.0002518314,0.0006172083],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001829874,0.0007089428,0.2487661,0.0002075651,0.0001185481,0.0001595568,0.001305126,0.000008091843,0.7252716,0.002038861,0.0120925,0.00914011],"study_design_scores_gemma":[0.0007607784,0.0008133468,0.4121456,0.0005117048,0.0001778774,0.0003456526,0.000637715,0.000196899,0.03286506,0.0001640037,0.5505897,0.0007915825],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.98205,0.008154281,0.00007501355,0.001471258,0.0001625202,0.0004043998,0.00009505932,0.0001086336,0.007478824],"genre_scores_gemma":[0.9921096,0.002070438,0.0009429317,0.001339827,0.002126598,0.00003751358,0.00002256906,0.00001973901,0.001330795],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6924065,"threshold_uncertainty_score":0.9999739,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4248904831","doi":"10.33017/reveciperu2020.0010/","title":"Diseño y construcción de un sistema automatizado de control de bombas deagua en un cultivo hidropónico en el entorno Arduino, UNSCH – Ayacucho","year":2020,"lang":"en","type":"article","venue":"Revista ECIPeru","topic":"Knowledge Societies in the 21st Century","field":"Social Sciences","cited_by":4,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"","keywords":"Arduino; Greenhouse; Irrigation; Humanities; Environmental science; Computer science; Operating system; Horticulture; Art; Biology; Agronomy","retraction":null,"screen_n_in":null,"score":{"opus":0.008006059198963135,"gpt":0.2940381618944523,"spread":0.2860321026954891,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.002732601,0.0004875874,0.0008610028,0.00005625485,0.0008450294,0.0004004159,0.00148895,0.0005282245,0.001199491],"category_scores_gemma":[0.004200391,0.000495973,0.0005819799,0.0006327781,0.0006980151,0.0002853594,0.0002523975,0.0006378213,0.0003055738],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001859556,"about_ca_system_score_gemma":0.001396669,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002916537,"about_ca_topic_score_gemma":0.00004666354,"domain_scores_codex":[0.9932591,0.003021442,0.0007791545,0.0007119733,0.0007839339,0.001444402],"domain_scores_gemma":[0.9963831,0.001398393,0.0003686117,0.0005931573,0.0002129569,0.001043734],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002984467,0.0006594509,0.4701086,0.001600931,0.001437454,0.0003438445,0.2840615,0.0001044623,0.01120737,0.1486183,0.02501561,0.05654403],"study_design_scores_gemma":[0.008313303,0.0004891673,0.06088532,0.001616325,0.002088758,0.0001503601,0.0602881,0.01330044,0.005703637,0.009839899,0.8332184,0.004106293],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9213383,0.01153133,0.009084363,0.0117056,0.0009703899,0.002374308,0.0003076045,0.001436346,0.0412518],"genre_scores_gemma":[0.9895337,0.001355078,0.004344329,0.001963152,0.001495628,0.00009297779,0.00001741782,0.00009338014,0.001104327],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8082028,"threshold_uncertainty_score":0.9997492,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2948280459","doi":"10.33017/reveciperu2016.0009/","title":"Impacto del dragado de sedimentos del puerto de Salaverry en el ecosistema marino litoral","year":2018,"lang":"es","type":"article","venue":"Revista ECIPeru","topic":"Economic Zones and Regional Development","field":"Economics, Econometrics and Finance","cited_by":3,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Impact","funders":"","keywords":"Dredging; Humanities; Geography; Art; Geology; Oceanography","retraction":null,"screen_n_in":null,"score":{"opus":0.02036676886319197,"gpt":0.2560694954578163,"spread":0.2357027265946243,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.00167883,0.0006231544,0.001177235,0.0003741497,0.0003664231,0.0006087468,0.0007797038,0.0005129496,0.001409665],"category_scores_gemma":[0.0001598207,0.0007002875,0.000554811,0.0002876137,0.0002275001,0.0003708749,0.0003957608,0.0003930979,0.003471981],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002347036,"about_ca_system_score_gemma":0.0005423033,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009793257,"about_ca_topic_score_gemma":0.00005523043,"domain_scores_codex":[0.9958523,0.0001142701,0.001587457,0.001039732,0.00010361,0.001302651],"domain_scores_gemma":[0.9974654,0.0001878203,0.0007488502,0.0008625428,0.0001033184,0.0006320107],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001551378,0.000376731,0.8803756,0.0009673233,0.0006298576,0.00006605135,0.001282377,0.00003997407,0.0001213694,0.09371468,0.01680092,0.005470045],"study_design_scores_gemma":[0.0009519215,0.0002609391,0.5584934,0.0005584494,0.00007508171,0.0001031329,0.0001922712,0.004142747,0.0001667632,0.002463663,0.4315173,0.00107432],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9681513,0.01003724,0.001120184,0.00175234,0.001244541,0.0006268216,0.0003193218,0.0000686343,0.01667964],"genre_scores_gemma":[0.9772156,0.00638279,0.002690466,0.001430893,0.002443177,0.00006750957,0.00006222923,0.0001340991,0.009573204],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4147164,"threshold_uncertainty_score":0.9995448,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2971428932","doi":"10.33017/reveciperu2007.0004/","title":"LOS DESAFÍOS CONFRONTADOS POR LOS PROYECTOS CONVENCIONALES DE TRANSPORTE Y EL POTENCIAL DE LOS SISTEMAS INTELIGENTES DE TRANSPORTE PARA UNA CIUDAD EN DESARROLLO, LIMA, PERÚ","year":2019,"lang":"es","type":"article","venue":"Revista ECIPeru","topic":"Business, Innovation, and Economy","field":"Economics, Econometrics and Finance","cited_by":1,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Ministère des Transports","funders":"","keywords":"Computer science; Business; Transport engineering; Engineering","retraction":null,"screen_n_in":null,"score":{"opus":0.02219732072083326,"gpt":0.2493253788089572,"spread":0.2271280580881239,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.002156567,0.001024393,0.002077019,0.0006850521,0.0003771752,0.000454625,0.001031368,0.0008255866,0.004083736],"category_scores_gemma":[0.0001927075,0.001230187,0.0008992777,0.0007597479,0.0003346293,0.0008629187,0.00005664726,0.0008539165,0.0009467521],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001274535,"about_ca_system_score_gemma":0.00132688,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006886182,"about_ca_topic_score_gemma":0.0002718611,"domain_scores_codex":[0.9936271,0.000145454,0.002846838,0.00151787,0.000215272,0.001647515],"domain_scores_gemma":[0.9964945,0.0002604634,0.00136403,0.001072333,0.0003491666,0.0004594573],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000401967,0.0005922746,0.9521405,0.004517064,0.0005694736,0.000109527,0.002025177,0.0003194089,0.001320343,0.03597575,0.0004199122,0.001608623],"study_design_scores_gemma":[0.003282616,0.0003227279,0.9114212,0.002142868,0.0003843998,0.000215427,0.0007868068,0.006302979,0.001034063,0.002148928,0.06977811,0.002179883],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.969449,0.009530896,0.01271991,0.0005782483,0.0004408427,0.002244085,0.002386149,0.000129205,0.002521644],"genre_scores_gemma":[0.9897823,0.003246897,0.001316093,0.001255113,0.0008736795,0.0002406901,0.0005455836,0.0002202754,0.002519345],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06935821,"threshold_uncertainty_score":0.9998311,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4206416656","doi":"10.33017/reveciperu2021.0006/","title":"Línea Base Radiológica Ambiental en el Centro Nuclear RACSO (1980-2020)","year":2021,"lang":"es","type":"article","venue":"Revista ECIPeru","topic":"Nuclear and radioactivity studies","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"","funders":"","keywords":"Political science","retraction":null,"screen_n_in":null,"score":{"opus":0.006314253616083614,"gpt":0.2325209733716846,"spread":0.226206719755601,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.000266464,0.0005874414,0.0009415275,0.00009578671,0.0004149298,0.0004852058,0.0003427506,0.0002562629,0.001750897],"category_scores_gemma":[0.0002669189,0.0006103131,0.0005596721,0.000496965,0.0001425924,0.0002934897,0.0003397528,0.0007048692,0.001424735],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004473286,"about_ca_system_score_gemma":0.00007150308,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003369486,"about_ca_topic_score_gemma":0.000003651625,"domain_scores_codex":[0.9971468,0.0002481428,0.0005519069,0.0007633416,0.0004441698,0.0008455798],"domain_scores_gemma":[0.9983819,0.0002421014,0.0001003418,0.0008406995,0.00009267437,0.0003422771],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0007227032,0.003645639,0.03615982,0.01148144,0.008486371,0.01444099,0.02075678,0.003282468,0.247524,0.1375269,0.3955319,0.120441],"study_design_scores_gemma":[0.001132937,0.00009847877,0.02335648,0.0005049357,0.0003668941,0.0003528366,0.001161212,0.004744017,0.0009238195,0.0000218402,0.9663736,0.000963007],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9295261,0.03204769,0.0001467947,0.002696161,0.00199515,0.0005478802,0.0004219414,0.0006449211,0.03197335],"genre_scores_gemma":[0.9807121,0.01444708,0.0007486398,0.0002729283,0.001513646,0.000007456604,0.0000529563,0.0002121265,0.002033085],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5708417,"threshold_uncertainty_score":0.9996348,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4249999276","doi":"10.33017/reveciperu2007.0003/","title":"ORDENAMIENTO PROPUESTO COMO ALTERNATIVA AL CRECIMIENTO DEL CASCO URBANO DE PARAMONGA","year":2019,"lang":"es","type":"article","venue":"Revista ECIPeru","topic":"Business, Innovation, and Economy","field":"Economics, Econometrics and Finance","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Cégep de l'Abitibi Témiscamingue","funders":"","keywords":"Humanities; Political science; Geography; Philosophy","retraction":null,"screen_n_in":null,"score":{"opus":0.02234006802155608,"gpt":0.2377041731648609,"spread":0.2153641051433048,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.001103679,0.0006032226,0.001215171,0.0005549468,0.0002659357,0.0009061551,0.0008273691,0.0003218775,0.003656694],"category_scores_gemma":[0.0001795671,0.0007260097,0.0003253164,0.000886877,0.0001535838,0.0009278377,0.0002272055,0.0004586956,0.00657177],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008333584,"about_ca_system_score_gemma":0.0002073625,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001129648,"about_ca_topic_score_gemma":0.00003327455,"domain_scores_codex":[0.9958265,0.00006016655,0.00170328,0.001236882,0.0001362801,0.001036897],"domain_scores_gemma":[0.9970318,0.0001040688,0.001103568,0.001257546,0.0002534322,0.0002495889],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00005242484,0.0002774921,0.9337016,0.0006803593,0.0001740633,0.0000176054,0.0004289813,0.0001556,0.00004071816,0.05192355,0.01162699,0.0009206581],"study_design_scores_gemma":[0.001338526,0.0001258793,0.4056164,0.0004109832,0.00003707571,0.000031411,0.00008858949,0.01244059,0.00004281883,0.0006036944,0.5782562,0.001007759],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9686961,0.009031567,0.001706708,0.0007679184,0.001603591,0.001107,0.0003253905,0.00008220869,0.01667952],"genre_scores_gemma":[0.9788237,0.002333954,0.0005591095,0.001461243,0.0005746835,0.0000857866,0.000180702,0.0001303973,0.01585049],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5666293,"threshold_uncertainty_score":0.9995191,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null}]}