{"id":"W4378193418","doi":"10.26871/edunica.978.9942.27.194.5","title":"Educación 4.0. Una mirada sobre la educación superior actual para enfrentar el futuro","year":2023,"lang":"es","type":"book","venue":"Editorial Universitaria Católica - EDUNICA eBooks","topic":"Educational Innovations and Technology","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Montréal","funders":"","keywords":"Humanities; Political science; Philosophy","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.005432194,0.001039213,0.0004018793,0.00261641,0.002137471,0.01116261,0.001577515,0.003416371,0.0669583],"category_scores_gemma":[0.01137335,0.0006342651,0.0009604206,0.002225759,0.003778934,0.007271729,0.007515797,0.004900762,0.03284333],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003791828,"about_ca_system_score_gemma":0.01258516,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006996477,"about_ca_topic_score_gemma":0.006151936,"domain_scores_codex":[0.9946766,0.001768711,0.0002744216,0.0005414534,0.001948319,0.0007905827],"domain_scores_gemma":[0.9925598,0.001998558,0.0005135989,0.0006988789,0.002382809,0.001846347],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0001967498,0.0001664342,0.002922885,0.002127251,0.00004417589,0.0003126542,0.008338897,0.001174434,0.003716009,0.2445649,0.3174984,0.4189372],"study_design_scores_gemma":[0.00001450676,0.00004155647,0.001161204,0.0008940397,0.00001669455,0.0001412899,0.000785458,0.0001735717,0.0009379572,0.01490825,0.9808957,0.00002983374],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.00943051,0.01153341,0.07590475,0.04395237,0.0033222,0.0003328575,0.002284761,0.017423,0.8358161],"genre_scores_gemma":[0.1299098,0.02603215,0.1021539,0.01857517,0.001306866,0.0007854034,0.00422393,0.006294706,0.7107181],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.0669583,"threshold_uncertainty_score":0.2239978,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01747795303455136,"score_gpt":0.2733308554062266,"score_spread":0.2558529023716752,"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."}}