{"id":"W2187038295","doi":"10.5753/cbie.sbie.2015.11","title":"REA-UML: Recurso Educacional Aberto para Ensino da UML","year":2015,"lang":"pt","type":"article","venue":"Anais do ... Simpósio Brasileiro de Informática na Educação/Anais do Simpósio Brasileiro de Informática na Educação","topic":"Education and Digital Technologies","field":"Social Sciences","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Canadian Bureau for International Education","keywords":"Unified Modeling Language; Computer science; Humanities; Philosophy; Programming language; Software","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0141166,0.001276526,0.0008044718,0.004712714,0.001851996,0.008014583,0.002046341,0.002230715,0.00817639],"category_scores_gemma":[0.02935414,0.001049778,0.001687874,0.003649512,0.004485754,0.009914882,0.005777266,0.003579722,0.002622025],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003894294,"about_ca_system_score_gemma":0.005543268,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008100045,"about_ca_topic_score_gemma":0.007545926,"domain_scores_codex":[0.9834241,0.00851573,0.001544982,0.001634376,0.004367948,0.0005127046],"domain_scores_gemma":[0.9767556,0.01342662,0.001646551,0.004436768,0.003208362,0.0005261693],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00006522125,0.00008191319,0.003081245,0.001070563,0.00005363224,0.0004695542,0.02034691,0.005000606,0.007447414,0.7513238,0.008271386,0.2027877],"study_design_scores_gemma":[0.00002914734,0.0001035901,0.001672617,0.001553874,0.0001045692,0.000932274,0.005335518,0.02505113,0.0139202,0.2456291,0.7055331,0.0001348382],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"other","genre_scores_codex":[0.007772702,0.001313791,0.9541219,0.003308769,0.000234912,0.0002053747,0.0003029418,0.003724386,0.02901526],"genre_scores_gemma":[0.1652463,0.002445804,0.8041281,0.0008816962,0.0001708131,0.000661846,0.001021549,0.002379568,0.02306426],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.0141166,"threshold_uncertainty_score":0.07465661,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1078718389227689,"score_gpt":0.3772893688806115,"score_spread":0.2694175299578426,"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."}}