{"meta":{"page":1,"per_page":50,"max_per_page":100,"total":7,"total_is_capped":false,"direct_labels_cover":0,"predictions_cover":7,"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":"3360c8b1420b","filters":{"venue":"Dilemas contemporáneos Educación Política y Valores"}},"results":[{"id":"W3039666552","doi":"10.46377/dilemas.v35i1.2286","title":"Prevalencia del estado nutricional y estilos de vida de estudiantes de la Universidad Laica Eloy Alfaro de Manabí, Ecuador.","year":2020,"lang":"es","type":"article","venue":"Dilemas contemporáneos Educación Política y Valores","topic":"Health and Lifestyle Studies","field":"Health Professions","cited_by":1,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Nutrasource","funders":"","keywords":"Humanities; Art","authors":[{"name":"Joaquina Gil Ramos.","is_ca":true},{"name":"Isabel Emperatriz Zamora Intriago","is_ca":false},{"name":"Ruth Ydalinda Moreira Vinces","is_ca":false},{"name":"Milton René Espinoza Lucas","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.0321577148840608,"gpt":0.3703886706639489,"spread":0.338230955779888,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008028774,0.0003210997,0.0003504264,0.001006449,0.0007151237,0.000763615,0.0003226964,0.0002993822,0.001404119],"category_scores_gemma":[0.001571043,0.0002896608,0.0002026651,0.00134234,0.0002604056,0.0003703561,0.0005836964,0.0002660471,0.0001860027],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009669851,"about_ca_system_score_gemma":0.0007817723,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.07831979,"about_ca_topic_score_gemma":0.09711116,"domain_scores_codex":[0.9997349,0.00007876112,0.00002261018,0.00004158272,0.00004129321,0.00008077135],"domain_scores_gemma":[0.9994705,0.0000943846,0.0001938104,0.00002389413,0.0001349369,0.00008236831],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001414174,0.000116358,0.9843242,0.00007938714,0.00004123841,0.000210999,0.005478072,0.00001910295,0.0007502635,0.00003770474,0.0001859826,0.0086152],"study_design_scores_gemma":[0.000005088245,0.00009959618,0.9914464,0.00003662975,0.00002689126,0.00008172082,0.007461715,0.00003103255,0.0001149393,0.00001399282,0.0006785418,0.000003487345],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9986066,0.0007222675,0.00005584568,0.00006050065,0.000002873726,0.0000131861,0.0001124268,0.000001586287,0.0004245749],"genre_scores_gemma":[0.9977037,0.0008388349,0.0001824845,0.0000496124,0.000005692194,0.00005624711,0.0001392958,0.00000134984,0.001022713],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.07831979,"threshold_uncertainty_score":0.1557278,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W3036121716","doi":"10.46377/dilemas.v36i1.2323","title":"La enseñanza del inglés, como idioma extranjero, desde una perspectiva sociolingüística en el aula.","year":2020,"lang":"es","type":"article","venue":"Dilemas contemporáneos Educación Política y Valores","topic":"Second Language Learning and Teaching","field":"Arts and Humanities","cited_by":1,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"WSP (Canada)","funders":"","keywords":"Humanities; Philosophy","authors":[{"name":"Fiona Doreen Jackson","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.02612682439833767,"gpt":0.3066586627317107,"spread":0.280531838333373,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003197455,0.0004797946,0.0003820556,0.001735582,0.005760397,0.008668127,0.0007478876,0.001595033,0.007372425],"category_scores_gemma":[0.004197406,0.0002400938,0.0002958685,0.001452202,0.01281369,0.005262445,0.004771623,0.002687253,0.001170499],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004739877,"about_ca_system_score_gemma":0.005637536,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01264907,"about_ca_topic_score_gemma":0.0255873,"domain_scores_codex":[0.9965615,0.001973312,0.0001414434,0.000416395,0.0005503994,0.0003569266],"domain_scores_gemma":[0.9968862,0.001475296,0.0004500164,0.0003221678,0.0005272898,0.0003389766],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"qualitative","study_design_scores_codex":[0.00004126337,0.00005210575,0.008296324,0.000457223,0.00001815747,0.001499477,0.3484388,0.0001454321,0.001667561,0.5801077,0.007818182,0.05145776],"study_design_scores_gemma":[0.00001141225,0.0000613572,0.01964891,0.001112613,0.00002759058,0.002292526,0.2713703,0.00019594,0.001247233,0.1027844,0.6011965,0.00005120846],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.1906564,0.01890412,0.03872394,0.03209627,0.001058594,0.0001698614,0.0003502583,0.0001711099,0.7178693],"genre_scores_gemma":[0.8961336,0.007509056,0.01159537,0.003149645,0.0002106049,0.0001833932,0.0001696506,0.0001078432,0.08094089],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01264907,"threshold_uncertainty_score":0.03439039,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W3033037622","doi":"10.46377/dilemas.v29i1.1911","title":"Impacto de las variables macroeconómicas en el tipo de cambio: una evidencia de Pakistán.","year":2019,"lang":"es","type":"article","venue":"Dilemas contemporáneos Educación Política y Valores","topic":"Global Financial Crisis and Policies","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":"SNC-Lavalin (Canada)","funders":"","keywords":"Humanities; Political science; Geography; Philosophy","authors":[{"name":"Sobia Naseem","is_ca":false},{"name":"Gao Lei Fu","is_ca":true},{"name":"Muhammad Mohsin","is_ca":false},{"name":"Muhammad Zia ur Rehman","is_ca":false},{"name":"Fiza Amjad","is_ca":false},{"name":"Shazia Salamat","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01371420077287137,"gpt":0.2966100845431971,"spread":0.2828958837703257,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000896375,0.000210048,0.0002537992,0.0007021601,0.0005711188,0.001384909,0.000187954,0.0003350127,0.005351305],"category_scores_gemma":[0.00325296,0.0001367564,0.0002530705,0.001770998,0.0008551372,0.0005532844,0.0006651198,0.0004875851,0.0003440439],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008525281,"about_ca_system_score_gemma":0.00123537,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03934776,"about_ca_topic_score_gemma":0.03380966,"domain_scores_codex":[0.9996172,0.0001233416,0.00001894155,0.0000605352,0.00008741619,0.00009247036],"domain_scores_gemma":[0.9970968,0.00126778,0.000866122,0.0001439407,0.000397458,0.0002278588],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000676115,0.0001135263,0.9558697,0.0002707562,0.0001901994,0.0008394102,0.001761222,0.0007371634,0.0004569087,0.002204719,0.001743951,0.03513637],"study_design_scores_gemma":[0.00002391369,0.0001417678,0.9881926,0.00007271202,0.0001339191,0.0001967194,0.003887565,0.0004104214,0.0003112112,0.0008514191,0.005766899,0.00001079116],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9840459,0.00300243,0.0004330156,0.001099499,0.00003416664,0.00001887284,0.001791183,0.000005102939,0.00956997],"genre_scores_gemma":[0.9976425,0.001397879,0.00008380641,0.0000563173,0.0000168987,0.000005333268,0.0002911824,0.000001294428,0.0005048233],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03934776,"threshold_uncertainty_score":0.07823747,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W3024034245","doi":"10.46377/dilemas.v32i1.2062","title":"La Consulta como una forma de apoyo científico y experto para la actividad legislativa del parlamento (ejemplo de la Duma Estatal de la Asamblea Federal de la Federación de Rusia). ","year":2020,"lang":"es","type":"article","venue":"Dilemas contemporáneos Educación Política y Valores","topic":"Legal and Policy Issues","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Petro-Canada","funders":"","keywords":"Political science; Humanities; Philosophy","authors":[{"name":"Igor Gennadievich Veselov","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.03098703767903773,"gpt":0.3888799017309991,"spread":0.3578928640519614,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00936376,0.0003121607,0.0003947771,0.002380564,0.007012529,0.007276815,0.00113955,0.003072639,0.008983348],"category_scores_gemma":[0.01548774,0.000366315,0.0004885657,0.003060184,0.008528785,0.003234173,0.004215426,0.003387838,0.001157157],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01196514,"about_ca_system_score_gemma":0.01926709,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.06970017,"about_ca_topic_score_gemma":0.1676162,"domain_scores_codex":[0.9873898,0.005671005,0.0003497833,0.001278127,0.003640196,0.001671111],"domain_scores_gemma":[0.9910262,0.004060129,0.001185368,0.000721675,0.002134373,0.0008720755],"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":[0.0001394876,0.0001411868,0.03406897,0.001063452,0.00006668478,0.0007301627,0.1123473,0.0009161872,0.004965859,0.6091718,0.04789363,0.1884953],"study_design_scores_gemma":[0.00002037201,0.0001314544,0.04262787,0.001245306,0.00007123302,0.0004293751,0.04450292,0.0005803464,0.001757128,0.02690453,0.8816548,0.00007468603],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.2427553,0.01427626,0.02644721,0.06982427,0.001219229,0.0003683128,0.0004929431,0.000328287,0.6442882],"genre_scores_gemma":[0.8943412,0.0030957,0.005887172,0.005248963,0.0001818772,0.0001450975,0.0001361586,0.00008670466,0.09087709],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.06970017,"threshold_uncertainty_score":0.138589,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W3039313830","doi":"10.46377/dilemas.v36i1.2338","title":"El pensamiento ético de José Martí. Vía para formar valores en estudiantes de Secundaria Básica.","year":2020,"lang":"es","type":"article","venue":"Dilemas contemporáneos Educación Política y Valores","topic":"Education and Teacher Training","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Monsanto (Canada)","funders":"","keywords":"Humanities; Philosophy","authors":[{"name":"Anisleidy Reynaldo Vázquez","is_ca":true},{"name":"Felicia Lara Pérez","is_ca":true},{"name":"Isabel Arrieta","is_ca":false},{"name":"Bárbara Niurka Martínez Alpízar","is_ca":false},{"name":"Jerónima Gardenia Ruiz Rodríguez","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.05212807634454624,"gpt":0.3723769093279829,"spread":0.3202488329834366,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003783316,0.0005807442,0.0002480628,0.001420065,0.005406459,0.003954314,0.0007085277,0.001872389,0.006668625],"category_scores_gemma":[0.009639291,0.0003769542,0.0003116746,0.001074997,0.004669298,0.003256388,0.002782004,0.005128474,0.001762633],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003551466,"about_ca_system_score_gemma":0.007579447,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01227861,"about_ca_topic_score_gemma":0.02896359,"domain_scores_codex":[0.9970641,0.001453761,0.00008617264,0.0003293951,0.0008672639,0.0001993513],"domain_scores_gemma":[0.9939876,0.003231096,0.0006053626,0.0002369088,0.0009923872,0.0009466526],"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":[0.00007410173,0.000132401,0.006208034,0.0007010457,0.0000217825,0.0007460777,0.1282911,0.0001914601,0.002169864,0.2953849,0.3642283,0.201851],"study_design_scores_gemma":[0.000007514926,0.00003819143,0.003438988,0.0005670806,0.000008070093,0.0004023847,0.01568129,0.0001250226,0.0004780739,0.01386136,0.9653652,0.00002677753],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.03715187,0.1165571,0.01167926,0.417285,0.01662563,0.0002731451,0.0003141793,0.0004242598,0.3996896],"genre_scores_gemma":[0.457006,0.05745714,0.01305501,0.04577515,0.004413199,0.0004681945,0.0001398543,0.000402947,0.4212826],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01227861,"threshold_uncertainty_score":0.0257678,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4404886733","doi":"10.46377/dilemas.v12i.4519","title":"Marca ciudad: políticas públicas para fomentar el turismo","year":2024,"lang":"es","type":"article","venue":"Dilemas contemporáneos Educación Política y Valores","topic":"Regional Development and Innovation","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"","keywords":"Political science","authors":[{"name":"Gustavo Adolfo Pérez Rojas","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.03686353051576932,"gpt":0.3755163523503762,"spread":0.3386528218346069,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003491164,0.0004381137,0.0003648371,0.002109248,0.005552581,0.01322853,0.0008364504,0.002168832,0.01444638],"category_scores_gemma":[0.004772311,0.0002665173,0.0005163274,0.002578615,0.00642708,0.004022704,0.004647968,0.002572448,0.00164646],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01083722,"about_ca_system_score_gemma":0.008111719,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02159323,"about_ca_topic_score_gemma":0.03836423,"domain_scores_codex":[0.997016,0.001287771,0.00004304616,0.0002798609,0.0006416388,0.0007317549],"domain_scores_gemma":[0.9963815,0.001149331,0.0006102467,0.0002577724,0.0006873759,0.0009137277],"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":[0.0002263795,0.0001920115,0.03420078,0.0006563033,0.000059447,0.0006471251,0.04495249,0.001222673,0.001177443,0.7569182,0.04513915,0.114608],"study_design_scores_gemma":[0.00004659375,0.0001413908,0.05754767,0.0009299316,0.00007828745,0.0003869612,0.04868877,0.001288654,0.0007723873,0.03994936,0.850112,0.00005793522],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.1998557,0.01497558,0.007843465,0.05899875,0.001033832,0.000115841,0.0002218936,0.0002631408,0.7166917],"genre_scores_gemma":[0.9460751,0.004058856,0.001144417,0.00190743,0.0002772685,0.00004893202,0.00007422096,0.00008397714,0.04632988],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.02159323,"threshold_uncertainty_score":0.07862997,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W3036864189","doi":"10.46377/dilemas.v36i1.2308","title":"El acto ético del docente en el tratamiento a la dimensión ética de su desempeño.","year":2020,"lang":"es","type":"article","venue":"Dilemas contemporáneos Educación Política y Valores","topic":"Education and Teacher Training","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Impact","funders":"","keywords":"Humanities; Philosophy","authors":[{"name":"Antonio Vicente Hernández Alegría","is_ca":false},{"name":"Deibis Buchaca Machado","is_ca":true},{"name":"Yaima Echevarría Cala","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.03994395860655017,"gpt":0.3728337250168679,"spread":0.3328897664103178,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.007728492,0.0006425587,0.0004477514,0.002744099,0.006607176,0.01221582,0.001171066,0.002515025,0.006705152],"category_scores_gemma":[0.01262906,0.000353004,0.0005221944,0.002281944,0.02327817,0.0066845,0.006339255,0.004943898,0.0008726419],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.008215441,"about_ca_system_score_gemma":0.01921071,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01548611,"about_ca_topic_score_gemma":0.02873442,"domain_scores_codex":[0.9896203,0.00622218,0.0003251617,0.0007772222,0.00192655,0.001128576],"domain_scores_gemma":[0.9892931,0.005251435,0.001282641,0.000820421,0.002034403,0.001317887],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00004828906,0.0001146796,0.02043252,0.0004389326,0.00003289528,0.0005017366,0.1464849,0.000295451,0.0006509264,0.7669792,0.01066542,0.05335513],"study_design_scores_gemma":[0.00002398537,0.0001545462,0.03090773,0.002086849,0.00009015415,0.0007754531,0.1888139,0.0006788397,0.001626358,0.1684787,0.6062566,0.0001067693],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.2149098,0.0233096,0.04165069,0.0931472,0.003033834,0.0004333669,0.0002696262,0.0002520474,0.6229938],"genre_scores_gemma":[0.9397805,0.007149247,0.006509889,0.004045686,0.0003399794,0.0001705636,0.00007722759,0.00007668896,0.04185024],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01548611,"threshold_uncertainty_score":0.05960751,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null}]}