{"id":"W3096784347","doi":"10.33262/concienciadigital.v3i3.1.1384","title":"Evaluación educacional a las tecnologías de información y comunicación con modelos estadísticos","year":2020,"lang":"es","type":"article","venue":"ConcienciaDigital","topic":"Educational Innovations and Technology","field":"Computer Science","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Humanities; Art","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0004067533,0.0004525764,0.000459989,0.0003448884,0.0004157626,0.0007045305,0.002371927,0.0003761457,0.0001755022],"category_scores_gemma":[0.001123872,0.0004751497,0.0001822241,0.002107902,0.0008915833,0.00166898,0.0009679502,0.0007576735,0.0008495855],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003248094,"about_ca_system_score_gemma":0.003903587,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002083241,"about_ca_topic_score_gemma":0.000001385822,"domain_scores_codex":[0.9966146,0.00006914722,0.0008197185,0.0008263302,0.0006993324,0.0009709217],"domain_scores_gemma":[0.9972369,0.000278139,0.0003516217,0.0008299632,0.0007926882,0.0005106645],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00003143164,0.0004300003,0.01419625,0.00008483103,0.0001094538,0.00005553951,0.002342149,0.0009122104,0.001915749,0.9131547,0.006438761,0.06032898],"study_design_scores_gemma":[0.002153191,0.001537618,0.02779651,0.0001834634,0.0001093991,0.0007405338,0.001366469,0.7844329,0.00434677,0.02134176,0.1540817,0.001909625],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.887147,0.0005422098,0.0721465,0.02097137,0.0006592096,0.0005734383,0.0001844013,0.0005218876,0.01725398],"genre_scores_gemma":[0.9838747,0.00004809186,0.008529138,0.006896571,0.0003099634,0.00007165912,0.00006191632,0.00002863864,0.000179273],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8918129,"threshold_uncertainty_score":0.9999284,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0449581873764059,"score_gpt":0.3151797335762488,"score_spread":0.270221546199843,"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."}}