{"id":"W2223620450","doi":"10.5753/cbie.wcbie.2015.1084","title":"Mineração de Dados em publicações de Fóruns de Discussões do Moodle como geração de Indicadores para aprimoramento da Gestão Educacional","year":2015,"lang":"pt","type":"article","venue":"Anais ... Workshops do Congresso Brasileiro de Informática na Educação","topic":"Online Learning and Analytics","field":"Computer Science","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Canadian Bureau for International Education","keywords":"Computer science; Humanities; Philosophy","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","scholarly_communication","research_integrity"],"consensus_categories":["metaepi_narrow","research_integrity"],"category_scores_codex":[0.004633285,0.001809559,0.0017731,0.001402797,0.001212309,0.007405506,0.005291784,0.001583765,0.0004316144],"category_scores_gemma":[0.004583229,0.001766033,0.0008943977,0.002900101,0.001034279,0.002596452,0.001803333,0.003779303,0.0003714665],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002422225,"about_ca_system_score_gemma":0.01227263,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008783812,"about_ca_topic_score_gemma":0.0002291368,"domain_scores_codex":[0.9872904,0.001139614,0.002209139,0.001887338,0.002159154,0.005314318],"domain_scores_gemma":[0.9881486,0.001875997,0.001380341,0.002738081,0.0009836304,0.004873374],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0003256596,0.003222163,0.7141107,0.0004718821,0.001140276,0.0006137115,0.0631317,0.007664895,0.0001281665,0.01682732,0.1084537,0.08390982],"study_design_scores_gemma":[0.008392309,0.001670444,0.2723514,0.004607736,0.001520026,0.00342582,0.0721399,0.5785123,0.000773705,0.0109452,0.03797792,0.007683291],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.926961,0.004201488,0.03759198,0.02596899,0.001832611,0.0009257821,0.000216234,0.0007430989,0.001558794],"genre_scores_gemma":[0.9615211,0.0006048499,0.02459259,0.005575757,0.001575644,0.0001994457,0.0002158572,0.0002313304,0.005483382],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5708474,"threshold_uncertainty_score":0.9997124,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05228008015252484,"score_gpt":0.3376894977325398,"score_spread":0.285409417580015,"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."}}