{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","scholarly_communication","research_integrity"],"consensus_categories":["metaepi_narrow"],"category_scores_codex":[0.001581069,0.001289002,0.001317252,0.001220741,0.001207311,0.001134151,0.004436667,0.0009675467,0.0003141169],"category_scores_gemma":[0.0006747466,0.001341818,0.0008447538,0.003883698,0.001286943,0.001349601,0.0012313,0.002476166,0.0003929831],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003004106,"about_ca_system_score_gemma":0.005406898,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003716418,"about_ca_topic_score_gemma":0.00004834248,"domain_scores_codex":[0.9912672,0.001375915,0.001607411,0.001976494,0.00104853,0.002724451],"domain_scores_gemma":[0.9931203,0.002115947,0.0005297333,0.002620686,0.0006831671,0.000930175],"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":[0.0002295613,0.002820887,0.03163012,0.0008339626,0.002270801,0.000923661,0.01071126,0.0005533044,0.002262998,0.8840371,0.02148107,0.04224522],"study_design_scores_gemma":[0.0061542,0.001879534,0.3919713,0.005277867,0.003944511,0.003983156,0.01445285,0.136819,0.009587247,0.08522084,0.3335783,0.007131077],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.809931,0.03862855,0.05969824,0.08044121,0.002700848,0.001716984,0.0006708464,0.001675087,0.004537204],"genre_scores_gemma":[0.9784027,0.006564731,0.01101833,0.00187035,0.000703686,0.000253311,0.0002347117,0.0001747377,0.0007774075],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7988163,"threshold_uncertainty_score":0.9999862,"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."}}