{"meta":{"page":1,"per_page":50,"max_per_page":100,"total":2,"total_is_capped":false,"direct_labels_cover":0,"predictions_cover":2,"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":"a89b3cd3dbbc","filters":{"venue":"Educación y Educadores"}},"results":[{"id":"W1587343044","doi":"","title":"Aprendizaje basado en problemas (ABP) : una innovación didáctica para la enseñanza universitaria","year":2005,"lang":"es","type":"article","venue":"Educación y Educadores","topic":"Problem and Project Based Learning","field":"Social Sciences","cited_by":61,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"","keywords":"Operationalization; TUTOR; Problem-based learning; Syntax; Mathematics education; Pedagogy; Sociology; Psychology; Computer science; Epistemology; Artificial intelligence; Philosophy","authors":[{"name":"Bernardo Restrepo Gómez","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01554940180589148,"gpt":0.3222868646060368,"spread":0.3067374628001453,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.002937716,0.0008928893,0.0008669942,0.0008040259,0.001799616,0.0008133946,0.001184446,0.0008776663,0.005625452],"category_scores_gemma":[0.0009795289,0.000929936,0.0004043917,0.00229495,0.001112781,0.001396915,0.0004142169,0.001775143,0.001995289],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007492827,"about_ca_system_score_gemma":0.003838979,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003590095,"about_ca_topic_score_gemma":0.0003083446,"domain_scores_codex":[0.9921324,0.002507528,0.000899607,0.001355384,0.001164883,0.001940242],"domain_scores_gemma":[0.9957219,0.001757923,0.0005454309,0.0008899901,0.0003292863,0.0007554126],"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":[0.0005241618,0.003498856,0.03015338,0.0008412017,0.0009668425,0.0001501133,0.2069237,0.000672318,0.002265426,0.3342136,0.1349178,0.2848726],"study_design_scores_gemma":[0.0009702962,0.000258738,0.00792087,0.0006843555,0.0002606404,0.00004295788,0.02229076,0.00006878488,0.0009724151,0.002186527,0.9630867,0.001256964],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.4183756,0.004892447,0.000383307,0.1504332,0.005222802,0.002318315,0.0001525201,0.0009648146,0.417257],"genre_scores_gemma":[0.9641755,0.001500159,0.005623902,0.0008324535,0.005382787,0.00005943839,0.00006047801,0.0001276173,0.02223768],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8281689,"threshold_uncertainty_score":0.9994999,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2043019560","doi":"10.5294/edu.2012.15.2.7","title":"Distribution of Leadership as a Strategy for Institutional Improvement","year":2012,"lang":"en","type":"article","venue":"Educación y Educadores","topic":"Business and Economic Development","field":"Environmental Science","cited_by":8,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Alberta","funders":"","keywords":"Distribution (mathematics); Business; Mathematics","authors":[{"name":"Augusto Riveros-Barrera","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.04831313955660757,"gpt":0.2672366894279926,"spread":0.218923549871385,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.000230436,0.0001084668,0.0001141585,0.00001818837,0.0001046518,0.00001420114,0.0001155552,0.00004739278,0.002101285],"category_scores_gemma":[0.00003986231,0.00009888945,0.00005197063,0.00007906026,0.0001523903,0.0002803973,0.00003946207,0.0000468958,0.0002507172],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002234433,"about_ca_system_score_gemma":0.00009369865,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003540988,"about_ca_topic_score_gemma":0.00001890698,"domain_scores_codex":[0.9991581,0.000007345707,0.0002106341,0.0001608032,0.000113074,0.000349989],"domain_scores_gemma":[0.9996468,0.00002491063,0.00008114292,0.0001185189,0.00001032164,0.0001182564],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0001850304,0.00259879,0.3292879,0.0002426281,0.0001213945,6.434536e-7,0.003321254,0.00180718,0.0150754,0.036645,0.1559745,0.4547403],"study_design_scores_gemma":[0.0003984785,0.0001027195,0.8433695,0.00002206698,0.00002102758,0.000009820298,0.0023244,0.00002607775,0.02300796,0.001357842,0.1290738,0.0002862588],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.993897,0.0001078944,0.0004569843,0.001309632,0.001209856,0.0002568586,0.00002574112,0.0000118139,0.002724195],"genre_scores_gemma":[0.9977888,0.000007663262,0.0005101711,0.0001927437,0.000245293,0.0001030056,0.00008798581,0.000007188959,0.001057078],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5140817,"threshold_uncertainty_score":0.9988109,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null}]}