{"id":"W4400931195","doi":"10.18682/cdc.vi236.11491","title":"Metodología RIE (Reflexión Iniciativa y Evaluación), una transformación positiva educativa para Diseñadores Gráficos. Caso Universidad Técnica de Amba","year":2024,"lang":"es","type":"article","venue":"Cuadernos del Centro de Estudios de Diseño y Comunicación","topic":"Educational Innovations and Technology","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Institute for Clinical Evaluative Sciences","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.02797499,0.000895392,0.000829528,0.004389078,0.0009918497,0.005613256,0.001238895,0.0007943268,0.009539928],"category_scores_gemma":[0.0742633,0.000510535,0.001104023,0.004592161,0.002295255,0.004478412,0.004009817,0.001927734,0.001642483],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00234504,"about_ca_system_score_gemma":0.007123999,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003700526,"about_ca_topic_score_gemma":0.004974668,"domain_scores_codex":[0.9786129,0.01432242,0.001379334,0.001880652,0.003370625,0.0004339761],"domain_scores_gemma":[0.9378661,0.0414075,0.004265632,0.004731514,0.01064985,0.001079521],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"qualitative","study_design_scores_codex":[0.0006603426,0.0005656381,0.03910735,0.006745133,0.0003250537,0.0001596919,0.06487395,0.001427907,0.005897588,0.05600056,0.0123211,0.8119156],"study_design_scores_gemma":[0.0008102105,0.002655705,0.1640994,0.01309808,0.001311947,0.0008859606,0.1235106,0.01191334,0.03174848,0.1379379,0.5116196,0.0004088904],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.2914745,0.01165814,0.5331997,0.01065463,0.001024888,0.01151768,0.01014639,0.003243627,0.1270804],"genre_scores_gemma":[0.5753749,0.005294157,0.3845915,0.001035187,0.0001869172,0.01246673,0.002625124,0.0005441918,0.01788137],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.02797499,"threshold_uncertainty_score":0.1479477,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03612616265352075,"score_gpt":0.3629011861668138,"score_spread":0.326775023513293,"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."}}