{"id":"W6976503017","doi":"10.60692/8yeaf-5jn64","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":"Greater South Information System","topic":"Educational Innovations and Technology","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Athabasca University","funders":"","keywords":"Context (archaeology); Domain (mathematical analysis); Field (mathematics)","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"],"consensus_categories":[],"category_scores_codex":[0.001182951,0.000308259,0.0003255102,0.0009134958,0.0008777272,0.00100969,0.001081196,0.0001719727,0.00005839354],"category_scores_gemma":[0.00007131304,0.0003082012,0.0001135735,0.001235468,0.0001314071,0.001397578,0.0005669758,0.0004038857,0.0002125045],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007105959,"about_ca_system_score_gemma":0.0006579537,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004830077,"about_ca_topic_score_gemma":4.013072e-7,"domain_scores_codex":[0.9974269,0.0004278703,0.0008902969,0.0003033362,0.000442356,0.0005092419],"domain_scores_gemma":[0.9982418,0.0001437652,0.000595067,0.0006184846,0.0002866538,0.0001141962],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"observational","study_design_scores_codex":[0.0000355325,0.00005740167,0.3208846,0.0006144912,0.0001745897,0.00001376865,0.1000471,0.0007169852,0.00002091915,0.5680723,0.002672451,0.006689906],"study_design_scores_gemma":[0.002431991,0.0007417707,0.5071849,0.0006788101,0.0001398279,0.003946108,0.2255093,0.03316303,0.001964659,0.002235323,0.2198338,0.002170481],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9258001,0.0000455847,0.063192,0.004483665,0.001649731,0.0004541586,0.0004281324,0.000593785,0.003352887],"genre_scores_gemma":[0.9940931,0.000002100856,0.004709245,0.0003048653,0.0002253685,0.0003729303,0.00008314064,0.0000188649,0.0001904513],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5658369,"threshold_uncertainty_score":0.999937,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02159200054362344,"score_gpt":0.2619466569212956,"score_spread":0.2403546563776721,"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."}}