{"id":"W4280490921","doi":"10.5944/ried.25.2.33843","title":"Horizontes digitales complejos en el futuro de la educación 4.0: luces desde las recomendaciones de UNESCO","year":2022,"lang":"es","type":"article","venue":"RIED Revista Iberoamericana de Educación a Distancia","topic":"Educational Innovations and Technology","field":"Computer Science","cited_by":50,"is_retracted":false,"has_abstract":true,"ca_institutions":"Athabasca University","funders":"","keywords":"Humanities; Political science; Art","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts","scholarly_communication"],"consensus_categories":[],"category_scores_codex":[0.00175805,0.0007972983,0.0009662655,0.0008203998,0.001577483,0.001210823,0.002654362,0.0002451501,0.000474228],"category_scores_gemma":[0.0008141867,0.0008934381,0.0003617318,0.00415082,0.001084463,0.0005104391,0.0009089673,0.001466462,0.0000488098],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002798612,"about_ca_system_score_gemma":0.005990731,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001068659,"about_ca_topic_score_gemma":0.00005568505,"domain_scores_codex":[0.9937006,0.001451259,0.001137114,0.001333731,0.0007517096,0.001625619],"domain_scores_gemma":[0.9950337,0.001708216,0.0008846246,0.001500287,0.0003423202,0.0005308588],"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":[0.00006682781,0.001613474,0.04188468,0.000250727,0.0002809544,0.0001060525,0.003807049,0.00009872753,0.001838224,0.8715849,0.0399324,0.03853596],"study_design_scores_gemma":[0.0005619281,0.0004681251,0.07622731,0.0002135575,0.0001646143,0.0008554692,0.01090503,0.0007919937,0.0003622356,0.02621889,0.8818011,0.001429758],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9052085,0.006949286,0.03279395,0.04771736,0.001820987,0.0009038296,0.0008867253,0.0006571701,0.003062159],"genre_scores_gemma":[0.9721906,0.0005999604,0.02289096,0.001461495,0.0007783681,0.0006811974,0.0002275515,0.0001225174,0.001047364],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.845366,"threshold_uncertainty_score":0.999826,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009395358815559522,"score_gpt":0.3005868736202677,"score_spread":0.2911915148047082,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}